{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import modules and load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "# Load the hist_counts_by_label from HDF5\n",
    "symptom = \"Dyskinesia\"  # or \"Tremor\"\n",
    "week = 1\n",
    "path_to_folder = rf\"path_to_your_base_folder\\{symptom}\"\n",
    "filename = f\"hist_counts_delta_with_inclusions_week{week}.mat\"\n",
    "fullpath_to_file = os.path.join(path_to_folder, filename)\n",
    "with h5py.File(fullpath_to_file, 'r') as f:\n",
    "    symptom_groups = [f'No{symptom}', f'Mild{symptom}', f'Severe{symptom}']\n",
    "    hist_counts_by_label = {group: f['hist_counts_by_label'][group][:] for group in symptom_groups}\n",
    "    hist_counts_by_label_unadj = {group: f['hist_counts_by_label_unadj'][group][:] for group in symptom_groups}\n",
    "\n",
    "\n",
    "final_database = pd.read_csv(\"Path/to/your/feasibility_database.csv\")\n",
    "final_database['tremor_label'] = final_database['Up3OfRAmpArmYesDev'].apply(lambda x: 0 if x == 0 else (1 if x == 1 else (2 if pd.notna(x) and x > 1 else x)))\n",
    "final_database['dyskinesia_label'] = final_database['UPDRS4_sum_factor1'].apply(lambda x: 0 if x == 0 else (1 if x == 1 else (2 if pd.notna(x) and x > 1 else x)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['NoDyskinesia', 'MildDyskinesia', 'SevereDyskinesia'])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist_counts_by_label.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now make some plots for tremor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Calculate the differences between adjusted and unadjusted results\n",
    "tremor_groups = ['NoTremor', 'MildTremor', 'SevereTremor']\n",
    "diff_hist_counts = {}\n",
    "\n",
    "# Compute differences for each tremor group\n",
    "for group in tremor_groups:\n",
    "    diff_hist_counts[group] = hist_counts_by_label[group] - hist_counts_by_label_unadj[group]\n",
    "\n",
    "# Initialize list for axes handles\n",
    "axes_handles_unadj = []\n",
    "bin_resolution = 0.8824\n",
    "bin_edges = np.arange(40, 200,bin_resolution)\n",
    "\n",
    "TremorLabel = final_database['tremor_label'].values\n",
    "# Visualize the differences using bar plots\n",
    "fig, axes = plt.subplots(3, 1, figsize=(10, 12))\n",
    "for i, group in enumerate(tremor_groups):\n",
    "    n_ind = np.sum(TremorLabel == i)  # Assuming `TremorLabel` is defined or loaded\n",
    "\n",
    "    # Separate day and night for visualization\n",
    "    day_diffs = diff_hist_counts[group][:, 0]\n",
    "    \n",
    "    # Create a subplot for each tremor group\n",
    "    ax = axes[i]\n",
    "    ax.bar(bin_edges[:-1], day_diffs/sum(day_diffs), width=1, align='edge', label='Day')\n",
    "    \n",
    "    sns.kdeplot(\n",
    "        data=np.repeat(bin_edges[:-1], np.abs(day_diffs).astype(int)),  # Expand the data for KDE\n",
    "        ax=ax,\n",
    "        color='red',\n",
    "        linewidth=1\n",
    "    )\n",
    "\n",
    "    adjusted_group_name = group.replace('Tremor', ' Tremor')\n",
    "    ax.set_title(f'Difference in heart rate estimates for {adjusted_group_name} subjects')\n",
    "    ax.set_xlabel('Heart Rate Bins')\n",
    "    ax.set_ylabel('Difference in Histogram Counts')\n",
    "    # Set xlim and ylim\n",
    "    ax.set_xlim([40, 190])\n",
    "    ax.set_ylim([0, 0.08])\n",
    "    axes_handles_unadj.append(ax)  # Store handle for linking Y-axis\n",
    "\n",
    "# Link axes for all subplots\n",
    "fig.tight_layout()\n",
    "\n",
    "output_path = r\"C:\\Users\\z863160\\Documents\\AI4P\\PPG\\Artikel feasibility\\figs\\final results 2.0\\heart rate unadjusted - adjusted\\hist_diff_plots_hr_week1_with_KDE.png\"  # Replace with your desired file name\n",
    "fig.savefig(output_path, dpi=300, bbox_inches='tight')  # Save the figure\n",
    "# Adjust figure layout and add a super title\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate the differences between adjusted and unadjusted results\n",
    "tremor_groups = ['NoTremor', 'MildTremor', 'SevereTremor']\n",
    "diff_hist_counts = {}\n",
    "\n",
    "# Compute differences for each tremor group\n",
    "for group in tremor_groups:\n",
    "    diff_hist_counts[group] = hist_counts_by_label[group] - hist_counts_by_label_unadj[group]\n",
    "\n",
    "# Initialize list for axes handles\n",
    "axes_handles_unadj = []\n",
    "bin_resolution = 0.8824\n",
    "bin_edges = np.arange(40, 200,bin_resolution)\n",
    "\n",
    "TremorLabel = final_database['tremor_label'].values\n",
    "# Visualize the differences using bar plots\n",
    "fig, axes = plt.subplots(3, 1, figsize=(8, 8))\n",
    "for i, group in enumerate(tremor_groups):\n",
    "    n_ind = np.sum(TremorLabel == i)  # Assuming `TremorLabel` is defined or loaded\n",
    "\n",
    "    # Separate day and night for visualization\n",
    "    day_diffs = diff_hist_counts[group][:, 0]\n",
    "    \n",
    "    # Create a subplot for each tremor group\n",
    "    ax = axes[i]\n",
    "    ax.bar(bin_edges[:-1], day_diffs/n_ind, width=1, align='edge', label='Day')\n",
    "\n",
    "    adjusted_group_name = group.replace('Tremor', ' Tremor')\n",
    "    ax.set_title(adjusted_group_name, fontsize=12, fontweight='bold')\n",
    "    ax.set_ylabel('Δ windows per subject', fontsize=12)\n",
    "    # increase tick label size\n",
    "    ax.tick_params(axis='both', which='major', labelsize=11)\n",
    "    # Set xlim and ylim\n",
    "    ax.set_xlim([40, 190])\n",
    "    ax.set_ylim([-30, 0])\n",
    "    axes_handles_unadj.append(ax)  # Store handle for linking Y-axis\n",
    "\n",
    "# Link axes for all subplots\n",
    "fig.tight_layout()\n",
    "# Add x label to the last subplot\n",
    "axes[-1].set_xlabel('Pulse rate [min$^{-1}$]', fontsize=12)\n",
    "output_path = fr\"path_to_output\\hist_diff_plots_hr_week{week}.png\"  # Replace with your desired file name\n",
    "fig.savefig(output_path, dpi=300, bbox_inches='tight')  # Save the figure\n",
    "\n",
    "# Adjust figure layout and add a super title\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now for dyskinesia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bAAAAAHxDnCtv+zoqb3snkrUBAAASufJ2TLRQnq4AVaxYMQkICEjo0/m8yBe6BBoAAADw2qlQ1iTtkiVLSoECBaRSpUpm+pO6ceOGVKxYUVavXu3KdgIAAADwtsDixx9/lPbt25taFqNHjxb72VS6L3/+/GZlKAAAAAC+wanA4uOPP5batWvLrl275O23345yvHr16s+scwEAAADAuzgVWOiysp06dYrxeO7cuZNU5e3u3buLn59flO2nn37ydNMAAAAAr+BU8nb69Onl77//jvH42bNnJXv27JKUFClSRBYvXuywT+ttAAAAAPBQYFGvXj1ZuHChvPfee1GOXb16VebMmSMtW7aUpCRdunRSrVo1TzcDAAAA8EpOTYUaN26cXLp0SV588UWZPXu2mVb0888/m4J5ZcuWNcncmtQNAAAAwDc4NWJRokQJk7j97rvvmkrbGkhMmjTJHKtbt658/vnnEhgYKEnJ6dOnTXGPBw8emOBH2922bdsYz3/48KHZ7IuDJJUCbtS2AAAAQFLjdIG80qVLy+bNm+X27dvmov3p06cmjyFnzpyS1GhdDR1d0TaHhYXJzJkzpV27drJs2TJ5+eWXo33M+PHjJSgoKNHbCgAAACRHfhb7IhTJhJYU14rfsdFAJ3Xq1FH2axBUo0YNMwpx7NixOI9YFCxYME7lzN2NEQvXjgABAAAgenoNrLN+4nINHKcRi0WLFpmvb7zxhsmnsN6PTcqUKU3BPE2aduXFuI409OnTJ9bzjh8/bqqDR+bv7y8dOnSQYcOGmalRmtgdWZo0acwGAAAAIHYp41MHonPnzmYEQO/HR0BAgCxfvlyaNGkirtC7d2+zAQAAAEhGgcW5c+fMV+u0Iuv92ERERMiVK1dkxIgRMmTIEJcFFgmlU6F01ENzLqIbrQAAAADghsCicOHCz7wfW55Djx49pF+/fuIJ58+fl27dusmrr74qxYoVM8nmmry9f/9+WbFihUfaBAAAAHgbp1eFso5IHDhwQEJCQsx9XWK2cuXKkiJFCofzevbsaTZPyJgxo0k4GTt2rFy/ft2MulSpUkU2bNiQZEZQ4D4kawMAACTxwGLBggVmipNerFsXltI8DF1uNjg42GOBRGTZsmWTNWvWeLoZAAAAgFdzKrDQatv9+/eXChUqyJgxY6R48eJm/8mTJ80xXbHp0aNH8uabb7q6vQAAAAC8pY6F5k1oTQctkJcqVSqHY48fP5b69evL5cuX5ezZs+KLa/gmNupaxIypUAAAAIlzDezvzAtcvXpVOnXqFCWoULpPl6W9du2aM08NAAAAIBlyKrCoWLGinDp1KsbjekynSQEAAADwDU7lWEyfPl1atGhhpkT17dvXVgtCq1jPmjVLli5dKuvXr3d1WwEAAAAk58CiXLlyUfbpkrKDBw+WYcOGSb58+cw+LYb35MkTyZs3r6nOfeTIEde3GAAAAEDyDCx0yVZdStZe9uzZ5fnnn3fYp3UsAAAAAPieOAUW27dvd39LAAAAAPhW8jYAAAAAJDh5e8eOHXE6r3bt2s48PRJYq8GX61pQtwIAACAZBRZ169aNknMRnYiICGeeHgAAAIAvBBbbtm2LNogICQmRL7/8Up4+fSoTJkxwRfsAAAAAeGtgUadOnRiP6TKzL730kkn4rl+/fkLaBicxNQoAAADJPnnb399fOnfuLHPnznX1UwMAAADwpVWhbt26JWFhYe54agAAAADeMhXqwoUL0e7XYEJXjJo0aZKZDgUAAADANzgVWGiF7ZhWhbJYLFKtWjWZPXt2QtsGAAAAwJsDi6+++ipKYKH3s2bNKkWLFpUXXnjBVe0DAAAA4K2Bha78BAAAAAAJCiximgKl9S0ePnwotWrVkowZM7rqqQEAAAB446pQ//73v6VevXoOQUXjxo2lUaNG0qJFCylbtqycOXNG3G3Tpk3SpUsXM/1Kp2K988470Z736NEjGTp0qOTJk0cCAgJMO0+ePCm+XuvCugEAAAAeCSxWrFghVatWtd1fvny5bNmyRcaOHStr1641VbjHjBkj7vbTTz/JkSNHTMG+LFmyxHjewIEDZc6cORIcHCwrV640oyoNGjSQO3fuuL2NAAAAgC9wKrC4fPmyFCtWzHZfL9Y1YXvEiBHSvHlz6d+/v6m87W66rO0ff/xhkskzZ84c7TmXLl0yxfomTpwoPXv2lCZNmsjq1avN0risXAUAAAB4MLBImTKl+dTfOg1KRyuaNm1qO547d265ceOGuJtW+Y7Nxo0b5enTp9KxY0fbvmzZspmpW+vXr3dzCwEAAADf4FTydpkyZeSbb76R1157TVatWiU3b940uRVW58+flxw5ckhScOLECcmVK5dZCtdeqVKlZN68eTE+TgMna/CkwsPDJbkijwIAAABJMrAYNWqUtGrVyhY81KxZ0yGZe926dfLiiy9KUnD79u1o8y800Lh161aMjxs/frwEBQW5uXUAAACADwcWuqrSwYMHzapMetH+yiuvOFzI165dW9q0aRPv59Vk6tDQ0FjPK1KkiKROnVrcSfNFBg8e7DBiUbBgQbe+JgAAAOBzdSw0WTu6Cts6EjB16lSnnnPZsmXSp0+fWM87fvy4lCxZMk7Pqe2JbvUnDYA01yImadKkMRsAAACARCyQ5wq9e/c2mytpAHLt2jUTSNjnWWjuRVyDE28XOQcjcPg6SQ7IHQEAAEjmq0IlJ7r6k64epbU3rDTI0NWidGlcAAAAAF42YhFfuvrUvn37zO379++bat9arE+9/PLL5muBAgXMKIhW3k6RIoXkz5/fFMrTuhf9+vXzaPsBAAAAb5GsA4tt27ZJjx49HCpx62atr2E1bdo0yZAhgwwfPlzu3r1rVrHavHlzjEX1AAAAAMSPn8X+CjwOHj9+bJKnNfFZRwN8ha4KpYGIJoJnypRJvBk5FgAAAIjvNXC8cyw0X6Fy5cqycuXK+D4UAAAAgJeKd2CheQqFCxd2qEoNAAAAwLc5lWMxYMAAmTFjhvTq1euZtSAAV2LqEwAAgJcFFhEREaZ4XNGiRc3qS4GBgZIuXTqHc/z8/GTQoEGuaicAAAAAb0retuZZxPrEfn4mAPEWJG97HiMWAAAASfca2KkRi3PnzjnbNgAAAABeyKnAQpO3AQAAAMAlBfIuX74sO3bskOvXr0uHDh1MXQud/qRDJTpkoitIAQAAAPB+8V5uVmlaxuDBg+W5556T1157zdw+deqUOXbv3j2TzD19+nRXtxUAAACANwUWkyZNkmnTpsmQIUNk06ZNJtCw0pGK9u3by4oVK1zZTgAAAADeNhVqzpw50rVrVwkODpabN29GOV6uXDnZsGGDK9qHJLL6UlJdKQoAAADJeMTi4sWLUqNGjRiPBwQEmKWpAAAAAPgGp0YscuXKZYKLmBw4cEAKFSqUkHYhiY9iMIIBAACABI9YaA7FrFmz5OzZsw4F8dTGjRtlwYIF0rFjR2eeGgAAAICvBBZBQUGSN29eqVChgsm10KDi008/lVq1akmzZs1MjsWHH37o+tYCAAAA8J7AQld+2rNnjwwbNszUskibNq388ssvEhYWJqNHj5adO3dK+vTpXd9aAAAAAN5VIC9dunTy0UcfmQ0AAACAb0tQ5W2lVbdDQkLMbS2Mp4ndAAAAAHyLU1Oh1JYtW6RKlSom16J69epm09u6b/Pmza5tJQAAAADvG7FYtWqVWfUpd+7cJs+iePHiZv/Jkyfl66+/NgncS5culXbt2rm6vfDxQn0AAABImvwsFoslvg8qXbq0pEqVyiRpZ8yY0eGYFsbT1aEiIiLkjz/+EHfatGmTzJ8/X/bu3WuWvn377bdlxowZUc6zLoVrT4Oiq1evxvm19PvSpPU7d+5IpkyZxNclRh0LAgsAAADPis81sFMjFnoRP2HChChBhdIX7NWrl4wYMULc7aeffpIjR45InTp15NatW888d8CAAdKlSxfb/dSpU7u9fQAAAICvcCqwKFmypEnajsm1a9ds06PcadKkSTJlyhRze+vWrc88VyuBV6tWze1t8hVU4gYAAECCk7cnTpxoKm+vWbMm2vyL2bNny+TJk8Xd/P2dzj0HAAAA4OkRi+nTp0vOnDmlffv2ki9fPilWrJjZf/r0ably5YoZrfjvf/9rNvs8h+gCkcQyfvx4Mz0rICBAmjRpYkY7dBQDAAAAgIcCi99++80ECtYLc2sdi5QpU5p9//zzj/z++++xJlAnlq5du0rLli1NwvbRo0flk08+MQnmmp+RNWvWaB/z8OFDs9knrgAAAABwYWBhDSRcTbPNQ0NDYz2vSJEi8Uq+Xrhwoe127dq1TVBRqVIlmTNnjlkuN6YRjqCgoDi/BgAAAODLElx525WWLVsmffr0ifW848ePmwRyZ5UrV05KlCghBw4ciPEcnTY1ePBghxGLggULOv2a3o5kbgAAAN+WpLKfe/fuLVpWI7YtIUFFXKVJk8YsnWu/AQAAAEgGgUViOXz4sKkS/uKLL3q6KQAAAIBXSFJToeLr/Pnzsm/fPnP7/v37cubMGVm+fLm5//LLL5uvuuyt7q9bt67kypXLJG+PGzfOTGvSERIAAAAAPh5YbNu2TXr06OFQiVs3pVOmlOZSrFixQpYsWSJ37941y+S2aNFCxo4dK1myZPFY2wEAAABv4mexXoHjmTR5O3PmzGblKvItYueK5O3ICeEAAABIutfALhux0KlI33//van90Lx5cylcuLCrnhoAAABAEudUYNGrVy/Zu3evyVdQjx49kmrVqtnua1SzdetWqVixomtbCwAAAMB7VoXS3Ib27dvb7n/77bcmqFi8eLH5midPHorLAQAAAD7EqcDi6tWrEhgYaLu/evVqqVKlirz66qvywgsvmCJ3OqIBAAAAwDc4FVgEBARIWFiYuf3kyRPZvn27NGnSxHY8Y8aMJsEDAAAAgG9wKseiUqVKMmfOHKlXr5788MMPZhnXVq1a2Y5r3YjcuXO7sp0AAAAAvC2w0AJzOkKh0590tVotRle1alXb8VWrVknNmjVd2U4AAAAA3hZYaEBx4sQJ2b17tykyV6dOHdsxnSL11ltvOewDAAAA4N2crmOhFazbtGkTZb8GGu+++25C2wUAAADA2wOL6tWrmxGJl156yUx50mACAAAAgO9yKrDQQGLWrFkyceJE8ff3N0vMapBRu3Zt8zVfvnyubymSlZAJLRzuBw5f57G2AAAAIIkGFhs2bDBJ24cPH5adO3fKrl27ZOXKlTJz5kzx8/MzNS40yJg/f77rWwwAAAAgyfGzaITgAo8ePTKVtz/99FM5deqUCTAiIiLEW4SHh0vmzJlNfY5MmTJ5ujnJjjMjFpFHPQAAAJB0r4GdTt6+d++eWRVKRyx0+/XXX+Xhw4dSsmRJ6devn5kSBQAAAMA3OL3c7JEjR8yoRPny5c20p/fee88EE9mzZ3d9KwEAAAB4X2Bx8OBBk7Tdtm1bad68uQkoihUr5vrWAQAAAPDewGL//v22KVAjRoyQv/76S3LlymUCDOumIxk6ogEAAADA+7kkeVuTta2Bxvbt2+XixYsmueP27dviLUjeThiStwEAALz7Gtg/oS/24MEDuXTpkgkmLly4YEYvNFbR5G4AAAAAvsGpqVBr166VHTt2mBEKzbd4/PixpE2bVqpWrSqDBw82U6Fq1Kjh+tYCAAAASJKcGrFo3bq1zJ07V3LkyCGffPKJ/N///Z8ZHtFpUHq/cePGkiFDBnEnrZGhlb91RSptR7Zs2aRevXom2ImuxsbQoUMlT548EhAQII0aNZKTJ0+6tX0AAACAL3FqxEKXmi1TpoxHk7N1Ctb48eOle/fu8sEHH0iKFCnkyy+/NMHFxo0bpX79+rZzBw4cKN9//7385z//kfz588u4ceOkQYMG8scff5g5YwAAAACSQPK2XuSrdOnSSWLREQtNJsmaNavDPg14dOnbH3/80ezT/I/AwED54osvpG/fvmbfrVu3pFChQjJq1CgZNmxYnF6P5O2EIXkbAAAg+UmU5G1N1O7Ro4fkzp3bTHvSTW/37NlTzp8/L+6mIxT2QYV1X7ly5eTKlSu2fTp68fTpU+nYsaNtn06b0ula69evd3s7AQAAAF/g1FSoEydOSK1atSQsLMzkK5QqVcq2f9GiRWa0YNeuXVKiRAlJTE+ePJE9e/aY5HH7tmqNjchBiLZ53rx5ido+AAAAwFs5FVgMHz7cVN4+dOiQlC1b1uHY0aNHTf6CnrNq1SpJTJrMffnyZRk0aJBtn9bSyJIlS5RzNdDQKVExefjwodnsh4EAAAAAuDCw+OWXX+T999+PElQozXF45513TKJ0fOncrdDQ0FjPK1KkiKROndph36ZNm2T06NEmb6Jy5cqSUJoYHhQUlODnAQAAAHyBU4GF1q14VqJ2+vTpzTnxtWzZMunTp0+s5x0/flxKlixpu6+1NDp06CBdunQxgUXkkQkNWCLTkQzNtYjJiBEjTE0O+xGLggULxuO7AQAAAHyHU8nbFStWNHUsortg1wtwzV2oVKlSvJ+3d+/epmp3bJt9UHH69Glp1qyZKcinbYpMz7127ZoJJOxp7oX980SWJk0ak/luvwEAAABw4YiFThFq2rSpuTDXlaGKFy9u9mvRuYULF8rNmzfl888/F3fTaVO6upMuHbt8+XJJlSpVlHP0uOaDrFixwgQuSoMMXS1q5MiRbm8jAAAA4AucrmOxefNmU81ai+XZq1ChgkyaNMkkcLuT1s6oXr26nD17VhYvXiw5c+Z0GG3QURWrN998U5YsWWIrkBccHGxGOuJTII86Fu6va0HdCgAAgKQlPtfATo1YqIYNG5pVoa5evWqrW1G4cGHJkyePJAad3mQNalq3bu1wTNsREhJiuz9t2jRTZ0NXqrp7967UrFnTBEZU3QYAAACSUOVtX8CIhWsxYgEAAOCDIxZa9M4ZXbt2depxAAAAAJKXOAUW3bt3j7LPz8/PfI084GHdrwgsAAAAAN8Qp8Di3LlzDvfDwsKkW7duZlhkwIABUqJECdsSrtOnTzd5DLo6FAAAAADfEKfAQpOh7Y0ZM8aswqRLttqPUGglbi1Up0u8Tp06VebPn+/6FgMAAADwjgJ5q1evlnbt2jkEFbYn9PeX9u3by5o1a1zRPgAAAADeGlhoXoVOe4rJsWPHouReAAAAAPBeTgUWbdu2lZkzZ5qCc/fv37ft19tTpkyR2bNnS5s2bVzZTgAAAABJmFMF8rTgnCZ0DxkyREaMGCF58+Y1+0NDQ+Xx48emAN1nn33m6rYCAAAA8KbAQleD+uWXX0wexYYNG2yVt5s2bSrNmzeXVq1aRZt/AQAAAMA7ORVYWOl0J6Y8AQAAAHAqxwIAAAAAXLIqlCZoV61aVXLkyCEpUqSIsqVMmaDBEAAAAADJiFNX/8OGDTMrQlWoUEFef/11yZo1q+tbBq8WMqGFp5sAAAAATwcWCxcuNBW2ly5d6sq2AAAAAPClqVAPHjyQhg0bur41AAAAAHwnsGjQoIHs27fP9a0BAAAA4DuBxRdffCF79uyR4OBguXnzputbBQAAACBZ8bPoEk/xlDFjRnn69Kn8888/5n7atGnNSlAOT+znJ3fu3BFvER4ebgoD6veUKVMmTzcHAAAASFLXwE4lb2viNpW1AQAAACQosFiwYIEzDwMAAADgpai8DQAAACBxRiwWLVpkvr7xxhtmCpT1fmy6du0q7hIRESFTpkyRtWvXyrFjx0zOR/ny5eXjjz+Wl156yeHc6KZt5c6dW65eveq29gEAAAC+JE7J2/7+/ubiXOtXpE6d2tyP9Yn9/MzFv7vcu3dPChYsKN27dzc1NTR5/Msvv5QffvhBNm7cKPXr13doy4ABA6RLly62ffp9VKpUKc6vR/I2AAAAfE24q5O3z507Z7sYt7/vSenSpZOzZ89K1qxZbfsaNWokZcqUkalTpzoEFqpQoUJSrVo1D7QUAAAA8H5xCiwKFy78zPueoCMU9kGFdV+5cuXk9OnTHmsXAAAA4IucSt6ePXu2HD9+XJKaJ0+emMJ9pUqVinJs/PjxkipVKsmSJYu88sorcuHChWc+18OHD83Qj/0GAAAAwIXLzfbv39/kLWTLlk1q1aplkqV1q1y5cpzyL9xl4sSJcvnyZRk0aFCUJPKWLVuahO2jR4/KJ598Ytp95MiRKKMe9oFIUFBQIrUcAAAA8MHK29evX5cdO3bIrl27ZOfOneYCXZ8mICDA5DFYA426devG63k1KSQ0NDTW84oUKWLL97DatGmTNG/eXEaOHCmjRo165uN/++03k7gdHBwsw4YNi3HEQjcrHbHQZHGStwEAAOArwuORvO1UYBHZ3bt3Zffu3SbIWL58ufz5559mREOnJsXH3LlzpU+fPrGep9OwSpYsabt/8OBBE8S0a9dOFi5cGKfXKl26tEn0XrJkSZzOZ1UoAAAA+JpwV68K9SxnzpwxAYVuOoqh93Xkonr16vF+rt69e5stPjRRu1mzZlKjRg0TmAAAAABIfE4FFjNmzLAFE1pkzpprobkXOgVKpxnpCk3uptOmGjdubJaS1ZESTc6Oi8OHD8vJkyelR48ebm8jAAAA4AucmgqlCdoaOHTo0EGGDh1qkrYTmxbr01ERrWWxePFiyZkzp+1YmjRppGLFiub25MmTzSiKTpXKlSuXSd4eN26cqYNx6NAhs0pUXDAVCgAAAL4m3N05FlrFWhO3f//9d0mZMqVUqVLFlrBds2ZN8+LuFhISIs8991y0x7TOhh5XP/74o0nS1hEKzQXRAESnTo0dO1by5s0b59cjsAAAAICvCU+s5G19IQ0wrKtD7du3zyRsa1K0BhnTp08Xb0FgAQAAAF8TntirQqlz586ZJV+nTp1qRgd0VaiIiAjxFgQWAAAA8DXhibEq1LFjx2wrQelXLUyn8uXLJ507dzYjFgAAAAB8g1OBRY4cOeT27dumKJ7Wk9CcBWsF7sDAQNe3EgAAAID3BRbdunUzQYQGExpkAAAAAPBtTgUWU6ZMcX1LAAAAACRb/p5uAAAAAIDkj8ACAAAAQIIRWAAAAABIMAILAAAAAEk3sNDlaAEAAAD4BpcGFg8fPpRly5ZJ27ZtTaE8AAAAAL7B6crbVlokb8uWLbJ48WJZtWqV3L171+zz8/NzTQsBAAAAeG9gceDAARNMfP/993Lt2jVJmzatNG/eXDp16iRHjx6VsWPHuralAAAAALwjsDh79qwJJnT7888/JVWqVNK0aVN55ZVXpHXr1hIQEGA7DwAAAIDviHNgUb16dfn1119NMNGwYUP58MMPTS5FpkyZ3NtCAAAAAN4TWOzdu1fSpEkjH330kfTt21dy5szp3pYBAAAA8L5VoWbMmCGVK1eWkSNHSv78+c2oxdy5c+XWrVvubSEAAAAA7wks3nrrLdm1a5fJnxg1apRcuXLFjFzkzZvXJG0vXLhQ7ty5497WAgAAAEiS/Cy6NmwCV4ZasmSJhIaGSurUqaVRo0bm2Pr16yUiIkK8RXh4uGTOnNkET+SVAAAAwBeEx+MaOEGBhdXTp0+j1LLQOhYEFgAAAIBvXAO7pPK2v7+/GalYsGCBqWnx3XffScuWLcXdJk2aJBUrVpQsWbKYpW7Lli1rckEix0p6f8KECVKoUCFJly6dWeFqz549bm8fAAAA4CtcEljY00J5WtdizZo14m5hYWHmtb755hvzehrMDBw4UMaPH+9w3qeffiqjR4+WQYMGydq1a01eSOPGjam3AQAAALiIS6ZCJSWvvfaa7Nu3T06dOmXu//PPP5I7d255++23JTg42Ox79OiRFC9e3CSdf/HFF3F6XqZCAQAAwNeEJ/ZUqKQke/bsJnCw2r17t+mQTp062fZpknn79u1NgjkAAACARCyQl5Q9efJEHjx4IDt27JBFixaZaU9WJ06cMF9Llizp8JhSpUrJhQsXzOM07yKyhw8fms3KupSuBikAAACALwj//6594zLJKdkHFqdPn5bnn3/edl8rg2suhdXt27dNxXDN/bCXNWtW00F6PLrAQvM0goKCouwvWLCgy78HAAAAICnTVV91SlSyCSx0VEDrYcSmSJEiZjqT9UJfcyru3bsnO3fuNKs/6SpV0QUF8TFixAgZPHiwQ6J44cKFzShHbJ0K10bJ+jO+ePEiuS2JiH73DPrdM+h3z6DfPYN+94zwZNzv+kG8BhX58uWL9dwkFVgsW7ZM+vTpE+t5x48ft01t0tGIKlWqmNt169Y1P6z3339f+vfvL3ny5DEjEzqlSZO47UctdKRCa23o8ejo8+oWmQYVye0N4Q20z+n3xEe/ewb97hn0u2fQ755Bv3tGpmTa73H9UD1JJW/37t3bREWxbZHzJexVrlzZFOYLCQkx963nnjx50uE8zb2w1rUAAAAAkDBJKrBwhV27dpmRiOeee87cr1GjhokMdTTE6vHjx7Jy5Uqz3CwAAACAhEtSU6Him4+hgcHrr78uxYoVM8HC9u3bZdq0adKvXz9Tu0Lp9CfNlxgzZozkzJnTVOfW2hU3b96UIUOGxPn1dFqUrjYV3fQouA/97hn0u2fQ755Bv3sG/e4Z9LtnpPGRfk+2BfI0b+LNN980IxSXL182U5o0wNB9Xbt2lRQpUtjO1W9Rk7o1oPjrr7+kQoUKMnXqVKlevbpHvwcAAADAWyTbwAIAAABA0uF1ORYAAAAAEh+BBQAAAIAEI7AAAAAAkGAEFs+g1bwLFChglq/dv3+/w7F58+ZJ8eLFzapT5cuXl7Vr13qsnd5i4cKFUrFiRdOnOXLkkGbNmsmDBw9sx3/88UfT13pc+37+/Pkeba83+OGHH+Rf//qXZMyYUfLmzSudOnWSs2fPRjmP97tzTp8+bRaU0AUjUqZMKWXKlIn2vLj0r66E16tXL8mWLZv5eb388ssSGhqaCN+F9/W7VsDVlQKrVq0qWbJkMasItmrVSn7//fcoz0W/u/79brV69Wrz9zW68+h31/d7WFiYDBw40FRP1t81RYsWlSlTpjic8+jRIxk6dKgpMBwQECCNGjWKUgcMce/3+/fvm5VJixQpIunTpze/54ODg+XJkyde+34nsHiGTz75JMoPX33//femQvgrr7wiGzZsMKtLtWvXTvbs2eORdnqDcePGyYABA0yf/vzzzzJ79mxTi0SLHSpd/Uv7WPta+1zP0/+Ey5cv93TTky1dnln79IUXXpBVq1bJZ599JkeOHJHGjRs7BHS83533xx9/yLp168yKddrP0Ylr/+rxjRs3yqxZs2Tx4sXmj70G39H9jvJ1sfX7hQsXzO8Yfa8vXbpU5syZY/6wV6tWTY4fP+5wLv3u2ve7lf6OGTRokG1p+Mjod9f2+99//y1169aV3bt3m1Uxf/rpJ/nggw/Mqpn2NPDQ/w968av1vnQFzgYNGpj/H4h/v7/zzjtmRdL333/fnNu9e3cZNWqUWXbWa9/vuioUojp+/LglICDAMmvWLP1fZ9m3b5/tWPHixS2vvvqqw/nVq1e3NGvWzAMtTf5OnDhhSZkypWX9+vUxntO4cWNLjRo1HPbpz6BUqVKJ0ELv1K9fP8tzzz1nefr0qW3f1q1bzft9x44dtn28350XERFhu92tWzdL6dKlo5wTl/7dvXu3+bn8/PPPDv9v/Pz8LEuWLHFb+7213+/du2f5+++/HfbdvXvXki1bNss777xj20e/u/79bjVy5EhL7dq1oz2Pfnd9v3/00UeWIkWKmPd+TC5evGhJkSKFZfbs2bZ9N2/eNNdCn376qRta7t39HhERYUmfPr1l9OjRDvu7du1qfhbe+n5nxCIG+um5DnGVKFHCYb9OEzl16pSZMmKvc+fOsmXLFhPdI350SpOOTmh0Hh3t023btknHjh2j9Ll+uhgSEpJILfUuWlRSh1x1KoJV5syZzVfrp1i83xPG3//Zv2Lj2r86kqFTdnRagpX+btIh+PXr17up9d7b7zrFQ6cl2MuQIYP55PHKlSu2ffS7a/vd6syZM2YKzn//+99oj9Pvru/3uXPnSs+ePc17Pyb6ifnTp08d/tbq1Bwd2aPf49/vFovFjDhY/65a6X37kSJve78TWERDp9foXFsdrorsxIkT5mvJkiUd9pcqVcrMTTx37lyitdNb6JQPrYg+duxYyZUrl6ROnVpq1qwpe/futf0R0ovg6Prc/meC+NEh2WPHjplhWh3m1ovcDz/80OS5aP8r3u/uFdf+1fP0D419EGg9j/e/a+j886NHj9p+ryj63T3effddU8hW84miQ7+7ln74dvXqVZO72Lp1a1P5WQMGnYKpuaRW2rf6Nzhr1qwOj6ffnZMiRQrzd3bGjBmyb98+09ebN2+Wr7/+2kyR8tb3e0pPNyCp0USbwYMHm/mFmTJlinL89u3b5qtGl/as/xFv3bqVSC31HvoL78CBAyaY04tc/SRR+18/Jfnzzz/pczd56aWXTG5Fly5d5O233zb79BMSnXtrrVxP37tXXPtXz4t8jvU8fgauMWzYMPOHXUeqreh319NFOHSev47UxYR+d/3fWDVkyBBp3769+RRc/7YOHz7cXOx+99135jj97npffPGF+Z2iC0VYaTK3XmdaeVu/E1hEop+aazJZjx49PN0Un6FDr/rLTUeKypUrZ/ZpEmVgYKCJ9Js0aeLpJnol/eP+xhtvmE+tWrZsKTdv3jQLFrRo0UJ27twp6dKl83QTgUSbjqkJqwsWLDArAcI9/vnnH3nvvfckKCjIfHqOxPsbq3RFIl19UWlCtq5kpL//dfEUXbUIrjd8+HCTtK1T0Z5//nkzQ0Pf/xo06Opb3ojAws758+fNvE/9FNe6AoJ1mFC/6mb9JFGP63JskT951OFFxI/2afbs2W1BhbUfdUqOrrqg881V5FUp6POE0dU/6tev77DcoAZ0hQoVMkO1ffv25f3uZnHtXz3v4sWLUR6v5/EzSBid36zv9ZEjR0q3bt0cjtHvrqUrz+m89FdffdVMPVM65U8vfPW+jlbrVFj63T2/Z+rVq+ewX4MLpX9nNbDQ86Jb/Yl+d87Ro0dl8uTJZll3Xc5a1a5d20zt1t83OpKheY7e9n4nx8KOzmfWX3L6ia3+oHWzvhn0P2TDhg1tc6Ejz3vT+/oLkag//kqXLv3MT7h0re1UqVJF2+fRzU9H3Gh+hU59sqef1uoniZrXoni/u1dc+1fP0+UHIy8Nqefx/neefnqo68VrQPHxxx9HOU6/u5b2m679nzNnTtvfWJ2Go4tw6O2vvvrKnEe/u5b+DdW8imf9nVXat9euXbN9sGFFvzv/N1ZF/jurH5rqwhyXLl3yyvc7gYUd/eHr6kP2m673rHRtYZ0rp3/odThx2bJlDo9dsmSJif71YgDxY52Gc/jwYds+vX/w4EGpXLmy+YWogV3kmhXa55rcpFOmEH+FCxc2fRx51O7GjRu2PuX97l5x7V9dMU3/2OtKUVY6R/3QoUPSvHnzRG+3t/zR1w+RdNROf79Hh353/bSQyH9jdaqr/r7R25pYrOh319LfI5qzaN+fatOmTeZrpUqVzFc9R0eUVqxYYTtHfw66WhT97tzfWBX576zmlGo+l/W4173fPb3ebVK3bdu2KHUsvv32W7O+8KhRo8zxN99809Rh0LWIEX+61vOLL75oKVq0qOX777+3rFmzxlKtWjVL9uzZLaGhoeacnTt3mvW1+/fvb/pc+15/BkuXLvV085Otzz77zLy3Bw4caNm0aZPp+zJlylhy585tuXHjhu083u/O01oJy5YtM1vdunUtBQsWtN2/fv16vPq3SZMm5vH6nv/hhx8sZcuWtZQvX97y+PFjD313ybffr127ZilQoIAlf/78li1btlj+97//2bY//vjD4bnod9e+3yOLqe4C/e7aft+/f78lderUli5duph6CTNmzLBkzJjR8tprr0Wpb5QlSxbLV199Zc6rU6eO+X8SFhbmoe8u+fb7kydPLFWqVDF/U7U2iP6uCQ4OtqRLl87Sq1cvr32/E1g4EViouXPnWooVK2b+o+ob4Mcff/RYG73BX3/9ZXn99dctmTNnNv/ptCBe5D/wGnBoX2ufa9/PmzfPY+31BloYb+bMmZZy5cqZAkh58uSxtGvXzhSHjIz3u3POnTtnfn9Et+nvlvj0r/5h79mzp/mjnyFDBkv79u0tly9fTuTvyDv63fp7PbpNL6Ts0e+uf7/HJbCg313f75s3bzYXumnSpDG/799//33LP//84/Bcel/358qVy/wtbtiwYbR/ExC3fg8NDbX07t3bUrhwYdOfWhBVC+bdv3/fa9/vfvqPp0dNAAAAACRv5FgAAAAASDACCwAAAAAJRmABAAAAIMEILAAAAAAkGIEFAAAAgAQjsAAAAACQYAQWAAAAABKMwAIAAABAghFYAAAAAEgwAgsAAAAACUZgAQAAACDBCCwAAAAAJBiBBQAAAIAEI7AAAAAAkGAEFgAAAAASjMACAAAAQIIRWAAAAABIMAILAPASISEh4ufnZ7a6deva9o8ZM8a2f8GCBbE+T/fu3W3nb9++XZIL/Z6t7da+cNW5SeFnCADJAYEFACQR9gGAbo0bN45yzoEDBxzO0e2ff/6RpHAhrFuKFCkkffr0UrBgQWnQoIH85z//kfDwcI+1DwCQeFIm4msBAOJhy5Ytcv78eSlcuLBt35w5c2I8P2/evLJz505zO3PmzOIJT58+lQcPHsilS5fMtnXrVpk0aZKsXLlSqlevLknF9OnT5c6dO7Z+SyqSws8QAJxFYAEASZRepM+bN08+/vhjc//vv/+Wb7/9Nsbz06RJI7Vq1RJP0otiHUH5448/5L///a+cPXtWrl69Ks2bN5eDBw/Kc889J0lB2bJlJSlKCj9DAHAWU6EAIAnKmDGj+Tp//nwTYKglS5bI3bt3bcdcMT9/xowZUrRoUUmXLp1UrVrVjDAkhF4UN2zYUN599105dOiQFClSxOwPCwuTUaNGmdsjR460tVO/P3vTpk2zHZsyZYrZd/PmTXnzzTfNyE3q1KnN91+8eHF59dVX5Zdffnlmey5fvmweZ52mtWjRohhzLCL33759+6RevXpmaleePHnko48+sv0srB4/fmyme1WuXFkCAgLM9q9//Uu++eabKG3RfBXtm2zZskmqVKkkZ86cps+1r6yjJzH9DI8ePSqvvfaavPDCC7bH58qVS1q0aCE7duxw6mcFAC5nAQAkCaNHj7bor2XdunfvbkmVKpW5vW7dOnP8X//6l7nft29f23m6PXjwwBw/d+6cbV+dOnWifd758+fb9k+aNMnheXTT1yxVqpTt/rZt257ZZvvXjO5PyjfffGM7lj59esvDhw8tZ86csfj5+Zl9DRo0cDi/fv36Zr+/v7/l0qVLDvui2/7973/bHqvfs3W/tuvWrVuW0qVLm/v6el9++WWM50b+XvLmzWtJly5dlNebM2eO7TkePXpk2h9T24YNG2Y798SJE9E+n3X7888/n/kz/O6772J8rPbV1q1bn/lzAoDEwIgFACRBuXPnlpYtW5rbc+fOld9//1327t1r7vfu3TvBz3/79m3bCIIaMGCArFu3Tl555RU5fvy4uIp9XsX9+/fl1KlTZhRDRwLUtm3b5MqVK7ZRDWt+wUsvvST58+c3IzR6jqpYsaL88MMPsmHDBpk1a5Z06NDBjBBER/M8tP90Spb67LPPpE+fPnFud2hoqFSqVEnWrFkjAwcOtO2fPXu2w+iK5sGoatWqyapVq2T58uVSokQJs2/ixIm2n9mmTZtMm5SOUOjj9NyxY8dKlSpVzAjFs+hz6gjO6tWrzaiSPn7mzJlm6pSOoowfPz7O3xsAuAs5FgCQRGkAoRera9euNVNfVLly5eTFF19M8HPbX+jq82k+hGrSpImZWnPhwgVxhciJ0dYpP7169TIXyHpR/P3338vgwYPlp59+MlOLlE5zUilTpjQX3RaLRXLkyCHFihWT559/3uzv169fjK/btWtX2b9/v7n96aefOgQHcaFTrlasWGEL8DS408Do9OnTtnPspztp+7V9SqcsWYM2PUenRll/fkrzTHRKk06vUv/+979jbY/+3PXnMm7cODlx4oTcu3fP9ImV9XsFAE9ixAIAkqimTZuaZVv1Ynvp0qVmX3w+dX8WTaq2sg9UNA9B8wVcRXMc7FlXOmrfvr1kyZLF3F68eLH5qqMRSi/CX375ZXNbcz+sQYYGQ3pBrjkPOnqhF+/WQCUy64W2PnbYsGHxbnfJkiVNUKH8/f0la9astlEVKx19serUqZMZZdHNfiTIOvrTpk0byZ49u7n93nvvmYBLcyWaNWsmy5Yti7U9Grjo4zTvQ0dx7IOKyO0CAE8hsACAJEovaHv06GG7nzZtWnn99dfd/rqxTcuJj//7v/+z3dYgQZOurd+LfrKvdLUoneqlU5yU1u+wXoQrTfDWKUitW7c2ieYRERFy+PBh+eSTT8zUrehogKR0mVvr9Kr4sAYSVjpC4gxdyUvp6ITWIPnggw9Mgrt+fzodTUdpNCjRUZuYPHr0SL788ktbOyZMmGCmh+n3ZR0liRxoAIAnEFgAQBLWs2dPE2AozSmwfsqfUNbVmiJPo9GLdldNq9FP0UePHm27365dOzPFyEqnQ1n179/f9qm7dYTCSi+m+/bta/IddCqSXpDXqFHDHNu4caPt4t3e5MmTTb89fPjQjBa4Mm/EyhokWUeA9OI+8mbNwdDbujqVBgUaENy4ccOMPlhpABQTXRXLWgSxfPnyJjjRFaP0Z3jr1i2Xf18A4CxyLAAgCdOL0c8//9zUgrBOD3KFRo0amVEDvWD99ddfzTQbza/QT84Tkl+xa9cuczGvIxCat6EF/qxToHSEwZ5OZ9JNl6W1jmzoqIYGAvZ0lEKDKr2ozpcvn1y/fl3OnTtnu2DX14ucxN22bVt58uSJDB061AQiOq1sz549Li2GpyMuR44cMbc1D0OnXBUoUMAkfmsehAZC77//vnTv3l2+++47k3Cu7dIcC+0P+6V99XuIiU7Jsv6stF919EL3aX9GXv4WADyJwAIAkjit4eBqOtVnzJgxMnz4cNsKR7rpp/z6Sbh9DkZ8aI5BZHoRrEno9qMk9qMW77zzju1+q1atJEOGDA7naKCjIxDR0WBIcxWiM2TIEDl58qRJvNbn0HwGTYDOlCmTuIKu7vTzzz+bUYljx46ZACImGgDoSEVM07Iij9LY05+J9pMGmDotypq0rknsWstCAy0ASAqYCgUAPkqn1GgwERgYaJYtrVChgvmUPbrgID75Gfrpui4VW6dOHbPkqn56b7/sbORP/fX8Z11gBwcHmwBCRwO0nbrp8qs6GhFb4rMuydqgQQNzW0cXdOTDuvJUQum0Ls2R0JEZLXSnhfv0e9ERCS1cp1XTdfqX0u9fAxFdwlbzIjQHREcttK+18GHnzp2f+VoaWFmTvjXw0nwTDWh0hAcAkgo/LWbh6UYAAHxX/fr1TTKy5o9cu3bNIQ8DAJB8MBUKAJDoNElc60LoilD/+9//zD5d4YmgAgCSL5+ZCqVD8ZqsqAl+uuyfJtnpXFUAQOLTXAPNddDVjTQpWacQ6dQmAEDy5RMjFroiiA61a6KbLumnBZu02JB+WjZjxgxPNw8AfJYWwytdurRMmjTJrP4EAEi+fCKw0CX+wsPDzaok1tVDdBnCt956Sz788EOzfCEAIPHoSAUpfgDgXXxiKpRWc23YsKHDkoRa6VSX/9PiSgAAAAASJqWv5Fdo9Vp7uvqILtunx6KjxYrsCxZpEKIVTrNnz26WUwQAAAC8ncVikbt375oZPlpXR3w9sNAcCw0koisQpcFCdMaPHy9BQUGJ0DoAAAAgabt48aKpJyS+Hlg4Y8SIESbB2+rOnTtSqFAhyd9/gfinSR/j444GNXG4X2b0z25tJ5I++/dEUnk/RH6fRhZdO+P7ffB/wfn+jw196bm+h+tEfh/zswGSJs1TLliwoCkCGhufCCx0ZEIDg+hGMuzzLuxZq7tGdmxCO7NEolXg8HUOx+2PqWcFIfBOIRNaxHjswtSOUfZFfg8lhsjv07i0Mz7H4/IYT3zfsf28omvTs36e0T0mtvNdIan2ZXIQ23sficeZ3yMAPCcuqQA+EViULFkySi6FBhqhoaHmWELEdhER+TgXAEgKF8tJQXwv2BODM0FBYgQS8W1DbAFSUn1PuENS+PkAgK/wicCiWbNmEhwcLGFhYbZci2XLlpkElMaNG3u6eT77B99buPvChQsjuJq3fODB/w0ASFp8IrB48803Zfr06dK2bVtTt0IL5GmFV91PDQskNVwsuQ99m7x4SwAEAL7CZ3IstmzZIgMGDDDBhSaf9O7dW8aNG+fppgFc7MLj7yku4AEAruATgYUqVaqUbN682dPN4CISiY73HJKKhCbKAwC8MLBYtGiR1K5dWwIDA6M9HhISIjt27JCuXbsmtH0AgEQW3QU+oxgAALcEFj169JCvv/46xsBi79695hwCCwDOYnpO0pIUfh6MaABA0vbsutzPKO39LH///bekTOkzs6wAAAAAnxfnq//ffvtNDh8+bLu/c+dOefLkSZTzdEnXWbNmSfHixV3XSgCAV2H0AQB8OLBYtWqVBAUF2SrvzZ4922zR0VoRmocBAAAAwDfEObDo27evtGzZ0kyDqlq1qnz88cem8Jw9DTgCAgKkaNGiTIUCAB/HqAQA+JY4X/3nzZvXbGrbtm3ywgsvSM6cOd3ZNiDJ4UIJAAAgek4NK5QtW1YuXboUY2Dx+++/S4ECBUxhOiApSwor3QDJEf93AAAuCSwGDRokJ0+elD179kR7vF+/fqYg3bx585x5egBwCUaYAABI4oHF1q1bpX///jEeb9WqlVkZCvHHp4BA3PH/BQCAZF7H4q+//pIcOXLEeDx79uxy/fr1hLQLAAAAgLcHFprEfejQoRiPHzhwgMRuAAAAwIc4NRWqbdu28vnnn5vlZlu3bu1wbM2aNTJ//vxnTpUCPIU598kXPzsAALwwsBgzZoxs3rxZ2rVrJ+XLl5cyZcqY/UePHpUjR46YxG1rMT0AAAAA3s+pqVCZM2c2K0J99NFH8vjxY1m+fLnZ9PbIkSNl7969pvo2AAAAAN/gdHlsrbCtoxKMTMCbsMoQ4BymqgEAnBqxsBcaGmqmP/3999+uaREAAAAA3wksNEm7ZMmSpsJ2pUqVzPQndePGDalYsaKsXr3ale0EgDh9am6/AQCAJB5Y/Pjjj9K+fXtTy2L06NFisVhsx3Rf/vz5zcpQAAAAAHyDn8U+KoijF198UTJkyCDbtm2TmzdvmpoVukpU/fr1zfFx48bJ7Nmz5cKFC+ItwsPDTdL6nTt3JFOmTB5tC/P+445PrQEAABLnGtipEQtdVrZTp04xHs+dO3eSqrzdvXt38fPzi7L99NNPnm4aAAAA4LurQqVPn/6Zydpnz56V7NmzS1JSpEgRWbx4scM+rbcBAAAAwEOBRb169WThwoXy3nvvRTl29epVmTNnjrRs2VKSknTp0km1atXEG7AkKgAAALwisNAcCr1I11yLjh07mmlFP//8s2zdutXkVmjahiZ1I3EQaAAAAMDTnMqxKFGihOzatctMd9JK2xpITJo0SYKDg6Vs2bKyc+dOCQwMlKTk9OnTJvEkderUUrlyZZbDBQAAAJJC5e3SpUublaBu375tLtqfPn1q8hh0haikRutq6OiKtjksLExmzpwp7dq1k2XLlsnLL78c7WMePnxoNvuMeAAAAAAuXG7W03S5K634HRsNdHSEIjINgmrUqGGChWPHjkX72DFjxkhQUFC0r+3p5WZjw1So/4flZgEAABJnudk4jVgsWrTIfH3jjTdMPoX1fmxSpkxpCuZpPoYrL8Z1pKFPnz6xnnf8+HFTHTwyf39/6dChgwwbNkwePHhgErsjGzFihAwePNihUwsWLOiC1gMAAADeJ2V86kB07tzZjADo/fgICAiQ5cuXS5MmTcQVevfubTZ3SpMmjdkAAAAAuCiwOHfunPlqnVZkvR+biIgIuXLlivn0f8iQIS4LLBJKp0LpqIfmXEQ3WgEAAADADYFF4cKFn3k/tjyHHj16SL9+/cQTzp8/L926dZNXX31VihUrZpLNNXl7//79smLFCo+0CQAAAPA2Tq8KZR2ROHDggISEhJj7usSsLuWaIkUKh/N69uxpNk/ImDGjSTgZO3asXL9+3Yy6VKlSRTZs2JBkRlAAAAAAnw0sFixYYKY46cW6dWEpzcPQ5Wa1noWnAonIsmXLJmvWrPF0MwAAAACv5lRgodW1+/fvLxUqVDDLshYvXtzsP3nypDmmKzY9evRI3nzzTVe3FwAAAIC31LHQvAldelUL5KVKlcrh2OPHj6V+/fpy+fJlOXv2rPjiGr6eRh2L/4c6FgAAAIlzDezvzAtcvXpVOnXqFCWoULpPl6W9du2aM08NAAAAIBlyKrCoWLGinDp1KsbjekynSQEAAADwDU7lWEyfPl1atGhhpkT17dvXVgtCq1jPmjVLli5dKuvXr3d1WwEAAAAk5xyLcuXKRdl369YtCQ0NlZQpU0q+fPnMPi2G9+TJE8mbN69kz55djhw5It4iOeVYJNeci8j5EK5oNzkWAAAAiXMNnDKuS7bqUrL2NHB4/vnnHfZpHQsAAAAAvidOgcX27dvd3xIAAAAAvpW8DQAAAAAJTt7esWNHnM6rXbu2M08PAAAAwBcCi7p160bJuYhORESEM08PAAAAwBcCi23btkUbRISEhMiXX34pT58+lQkTJriifQAAAAC8NbCoU6dOjMe6d+8uL730kkn4rl+/fkLaBgAAAMBXk7f9/f2lc+fOMnfuXFc/NQAAAABfWhVKi+eFhYW546kBAAAAeMtUqAsXLkS7X4MJXTFq0qRJZjoUAAAAAN/gVGChFbZjWhXKYrFItWrVZPbs2QltGwAAAABvDiy++uqrKIGF3s+aNasULVpUXnjhBVe1DwAAAIC3Bha68hPgbiETWjjcDxy+zmNtAQAAgBsCi5imQGl9i4cPH0qtWrUkY8aMrnpqAAAAAN64KtS///1vqVevnkNQ0bhxY2nUqJG0aNFCypYtK2fOnHFlOwEAAAB4W2CxYsUKqVq1qu3+8uXLZcuWLTJ27FhZu3atqcI9ZswYcbdNmzZJly5dTF6H5ni888470Z736NEjGTp0qOTJk0cCAgJMAHTy5Em3tw8AAADwFU4FFpcvX5ZixYrZ7q9cudIkbI8YMUKaN28u/fv3N5W33e2nn36SI0eOmErgWbJkifG8gQMHypw5cyQ4ONi0VadrNWjQQO7cueP2NgIAAAC+wKnAImXKlObi3DoNSkcrmjZtajueO3duuXHjhrib1sv4448/zCpVmTNnjvacS5cumSrgEydOlJ49e0qTJk1k9erVpuYGS+ICAAAAHgwsypQpI998843cvn1b5s+fLzdv3jS5FVbnz5+XHDlyiLv5+8fe/I0bN8rTp0+lY8eOtn3ZsmUzOSHr1693cwsBAAAA3+DUqlCjRo2SVq1a2YKHmjVrOiRzr1u3Tl588UVJCk6cOCG5cuUyNTbslSpVSubNmxfj43RExjoqo8LDw93aTgAAAMDnAgtNfj548KBJntbchldeecV2TEcxateuLW3atJGkQNsTXf6FBhq3bt2K8XHjx4+XoKAgN7cOAAAA8PE6FpqsHV2Fbb1gnzp1qlPPqcnUoaGhsZ5XpEgRSZ06tbiTJqIPHjzYYcSiYMGCbn1NAAAAQHy9QJ4rLFu2TPr06RPrecePH5eSJUvG6Tk10Ilu9ScdydBci5ikSZPGbEje1boBAADgg4FF7969zeZKGoBcu3bNBBL2eRaaexHX4ARJM2gIHL7OY20BAACAC1aFSk509SddPUqL+llpkKGrRWnNDQAAAABeNmIRX7qs7b59+8zt+/fvy5kzZ0wVcPXyyy+brwUKFDCjIFp5O0WKFJI/f35TKE/rXvTr18+j7QcAAAB8NrB4/PixyXHQ/AS9aPekbdu2SY8ePRwqcetmLdxnNW3aNMmQIYMMHz5c7t69a5bH3bx5c4xF9QAAAAC4eSqUTiuqXLmyrFy5Ujyte/fuJoCIbrOnSdiTJ082uRY6sqHL5JJfAQAAAHgwsNDpRIULF3YoHgcAAADAtzmVvD1gwAD58ssvn1lgDgAAAIDvcCp5OyIiwkwvKlq0qEmSDgwMlHTp0jmc4+fnJ4MGDXJVOwEAAAB4W2AxZMgQ2+158+ZFew6BBQAAAOA7nAoszp075/qWAAAAAPCtwEKTtwEAAADAJQXyLl++LDt27JDr169Lhw4dTF0Lzb+4c+eOqRGhK0gheQiZ0MJ2O3D4Oo+2BQAAAD6yKpTWiRg8eLA899xz8tprr5nbp06dMsfu3btnkrmnT5/u6rYCAAAA8KbAYtKkSaaatSZxa7E5+4J0OlLRvn17WbFihSvbCQAAAMDbAos5c+ZI165dJTg4WCpUqBDleLly5WwjGAAAAAC8n1M5FhcvXpQaNWrEeDwgIEDCw8MT0i64KX/Cm3IoIn9fAAAASGYjFrly5TLBRUwOHDgghQoVSki7AAAAAHh7YKE5FLNmzZKzZ886FMRTGzdulAULFkjHjh1d10oAAAAASZqfxT7zOo50OdnatWubQnkvvfSS/PTTT9KoUSOzItT//vc/qVixolmGNn369OItdGqXJqbr954pUybxZp6aKsXUJgAAgOR7DezUiIU++Z49e2TYsGGmlkXatGnll19+kbCwMBk9erTs3LnTq4IKAAAAAG4qkJcuXTr56KOPzAYAAADAtyWo8rbSqtshISHmthbG08RuAAAAAL7FqalQasuWLVKlShXJmzevVK9e3Wx6W/dt3rzZta0EAAAA4H0jFqtWrTKrPuXOndvkWRQvXtzsP3nypHz99dfSrFkzWbp0qbRr187V7QUAAADgLatClS5dWlKlSmWStDNmzBglc7xWrVoSEREhf/zxh3gLVoVyP1aFAgAA8LFVobR+RY8ePaIEFUpfsFevXmYpWnfbtGmTdOnSRYoWLWrqaLzzzjvRnqfHIm958uRxe/sAAAAAX+HUVKiSJUuapO2YXLt2zTY9yp20fsaRI0ekTp06cuvWrWeeO2DAABOEWKVOndrt7QMAAAB8hVOBxcSJE6Vz585StWpVadOmTZT8i9mzZ8uSJUvE3SZNmiRTpkwxt7du3frMcwsVKiTVqlVze5sAAAAAX+RUYDF9+nTJmTOntG/fXvLlyyfFihUz+0+fPi1XrlwxoxX//e9/zWal04/WrFnjupbrPC5/pxe1AgAAAODpwOK3334zgYKOAihrHYuUKVOaff/884/8/vvvDo/R8z1p/PjxMmLECAkICJAmTZqY0Q5r+6Pz8OFDs9knrgAAAABwYWBhDSSSi65du0rLli3N8rhHjx6VTz75xKxcpfkZWbNmjTEQCQoKSvS2AgAAAD5ZeduVdBmr0NDQWM8rUqRIvJKvFy5caLtdu3ZtE1RUqlRJ5syZY+pwREdHNwYPHuwwYlGwYME4vyYAAADgS5JUYLFs2TLp06dPrOcdP37crEzlrHLlykmJEiXkwIEDMZ6TJk0aswEAAACIXZLKfu7du7dovb7YtoQEFQAAAAC8PLBILIcPH5aTJ0/Kiy++6OmmAAAAAF4hSU2Fiq/z58/Lvn37zO379+/LmTNnZPny5eb+yy+/bL5OnjzZ7K9bt67kypXLJG+PGzfO5EvoCAkAAAAAHw8stm3bJj169HCoxK2b0ilTSnMpVqxYYQr23b1719TfaNGihYwdO1ayZMnisbYDAAAA3sTPYr0CTyAdMfj+++9N7YfmzZtL4cKFxZvoqlCZM2c2K1dlypRJvFng8HUeed2QCS088roAAABI+DWwUyMWvXr1kr1795ppRerRo0dSrVo123198a1bt0rFihWdeXoAAAAAvpC8rVOQ2rdvb7v/7bffmqBi8eLF5muePHkoLgcAAAD4EKcCi6tXr0pgYKDt/urVq6VKlSry6quvygsvvGBqUeiIBgAAAADf4FRgERAQIGFhYeb2kydPZPv27dKkSRPb8YwZM5p5WAAAAAB8g1M5FpUqVZI5c+ZIvXr15IcffjCrLbVq1cp2XJd3zZ07tyvbCQAAAMDbAgutA6EjFDr9SReV0poRVatWtR1ftWqV1KxZ05XtBAAAAOBtgYUGFCdOnJDdu3ebWhB16tSxHdMpUm+99ZbDPgAAAADezekCeVpork2bNlH2a6Dx7rvvJrRdAAAAALw9sKhevboZkXjppZfMlCcqWAMAAAC+zalVoTSQmDVrlknYzpEjh5QrV07efvttWbJkiVy5csX1rQQAAADgfSMWGzZsMEnbhw8flp07d8quXbtk5cqVMnPmTPHz8zM1LmrXri3z5893fYsBAAAAJDl+Fo0QXODRo0em8vann34qp06dMgFGRESEeIvw8HDJnDmzqc+RKVMm8WaBw9d55HVDJrTwyOsCAAAg4dfATidv37t3z6wKpSMWuv3666/y8OFDKVmypPTr18/kXwAAAADwDU4vN3vkyBEzKlG+fHkz7em9994zwUT27Nld30oAAAAA3hdYHDx4UPz9/aVt27bSvHlzE1AUK1bM9a0DAAAA4L2Bxf79+21ToEaMGCF//fWX5MqVywQY1k1HMnREAwAAAID3c0nytiZrWwON7du3y8WLF01yx+3bt8VbkLztfiRvAwAAJN9rYKfqWNh78OCBXLp0yQQTFy5cMKMXGqtocjcAAAAA3+DUVKi1a9fKjh07zAiF5ls8fvxY0qZNK1WrVpXBgwebqVA1atRwfWsBAAAAeE9g0bp1a1N9u2bNmvLJJ5+YQEJXikqVKpXrWwgAAAAgyXNqKpQuNXvz5k358ccfZdiwYVK9evVEDyq0+N7EiRPNUrc5cuSQbNmySb169cwoSnTF+4YOHSp58uSRgIAAadSokZw8eTJR2wsAAAB4M6cCi7Jlyzqs+KR5FrolJn298ePHS+XKlWXhwoXy7bffStasWU1wsXXrVodzBw4cKHPmzJHg4GBZuXKlKeTXoEEDk4QCAAAAwIOrQmmi9ujRo2X9+vVy48YNs09HDlq0aGH2Fy5cWNw9YqFZ6hpM2O8rU6aMqamhoylKE8sDAwPliy++kL59+5p9t27dkkKFCsmoUaPMiEtc+NKqUJ5aKYpVoQAAAJKW+FwDO5VjceLECalVq5aEhYWZaUWlSpWy7V+0aJG5qN+1a5eUKFFC3CVFihQOQYV1X7ly5eT06dO2fRs3bpSnT59Kx44dbft02lTjxo1NUBTXwAIAAACAiwOL4cOHm8rbhw4dMtOi7B09etRMM9JzVq1aJYnpyZMnsmfPHpNMbqXBjhbvixyEaDA0b968RG0fAAAA4K2cyrH45ZdfTN5C5KBC6VSkd955xxTKS2yazH358mUZNGiQbZ8W6dMVrCLTQEOnRMVE8zB06Md+AwAAAODCEQutW5EuXboYj6dPn96cE186dys0NDTW84oUKSKpU6d22Ldp0yaT26F5E5rQnVCaGB4UFJTg5wEAAAB8gVOBRcWKFWXu3LnSu3dvk8xhTz/Z1ylGlSpVivfzLlu2TPr06RPrecePH5eSJUva7muRvg4dOkiXLl1MYBF5ZCK61Z90JENzLWIyYsQIU+zP/vsqWLBgPL4bAAAAwHc4FVjoJ/lNmzY1F/c9evSQ4sWLm/1aG0KXftUaF59//nm8n1cDFd3iQxO1mzVrZip9a7ATmbbx2rVrJpCwz7PQ3Av74CSyNGnSmA0AAACAmwKL+vXrmxWVtOjchAkTHI5VqFBBvv76a1NPwt102pSu7qRLxy5fvjzaIn16XBPNV6xYYQtaNMjQ1aJGjhzp9jYiZiwvCwAA4OOBhWrYsKFZFerq1aty/vx5s09rV2h168QqkKcjFVpDY9q0aWY1KisdadDpWqpAgQImoNAgSJejzZ8/vymUp1O4+vXrlyhtBQAAALyd04GFlQYSiRVM2NPpTUeOHDG3W7du7XBMA5yQkBDbfQ08MmTIYJbAvXv3rtSsWVM2b94cJT8EAAAAgBsrb2vRO2d07dpVvAWVt11feZupUAAAAN5zDRynwEJzFKI80M/PfI38cOt+FRERId7C1wMLdwQaBBYAAADecw0cp6lQ586dc7gfFhYm3bp1My8yYMAAKVGihG2lpenTp5vpRro6FAAAAADfEKfAQnMW7I0ZM0Zy5sxpVlayH6HQStxaT0JXYpo6darMnz/f9S0GAAAAkOREneMUB6tXr5Z27do5BBW2J/T3l/bt28uaNWtc0T4AAAAA3hpYaF6FTnuKybFjx6LkXgAAAADwXk4FFm3btpWZM2fKf/7zH7l//75tv96eMmWKzJ49W9q0aePKdgIAAADwtjoWWhdCE7qHDBkiI0aMkLx589oqYT9+/NjUifjss89c3VYAAAAA3hRY6GpQv/zyi8mj2LBhg63ydtOmTaV58+bSqlWraPMvAAAAAHinBFXe1ulOTHkCAAAA4FSOBQAAAAC4ZFUoTdCuWrWq5MiRQ1KkSBFlS5kyQYMhAAAAAJIRp67+hw0bZlaEqlChgrz++uuSNWtW17cMSVrIhBYO9wOHr/NYWwAAAJBMA4uFCxeaCttLly51fYsAAAAA+MZUqAcPHkjDhg1d3xoAAAAAvhNYNGjQQPbt2+f61gAAAADwncDiiy++kD179khwcLDcvHnT9a0CAAAA4P2BRYkSJeTs2bMycuRIyZUrlwQEBEimTJkcNi2iBwAAAMA3OJW8rYnbVNaGPVaJAgAA8G1OBRYLFixwfUsAAAAAJFtU3gYAAACQOCMWixYtMl/feOMNMwXKej82Xbt2FXeJiIiQKVOmyNq1a+XYsWPy9OlTKV++vHz88cfy0ksvOZwb3bSt3Llzy9WrV93WPgAAAMCX+FksFktsJ/n7+5uLc61fkTp1anM/1if28zMX/+5y7949KViwoHTv3t3U1EiRIoV8+eWX8sMPP8jGjRulfv36Dm0ZMGCAdOnSxbZPv49KlSrF+fXCw8NNQvqdO3dMcjqeLS45FpHzMgAAAJC0xOcaOE4jFufOnbNdjNvf96R06dKZlamyZs1q29eoUSMpU6aMTJ061SGwUIUKFZJq1ap5oKUAAACA94tTYFG4cOFn3vcEHaGwDyqs+8qVKyenT5/2WLsAAAAAX+RU8vbs2bPl+PHjktQ8efLEFO4rVapUlGPjx4+XVKlSSZYsWeSVV16RCxcueKSNAAAAgDdyarnZ/v37m7yFbNmySa1atUyytG6VK1eOU/6Fu0ycOFEuX74sgwYNipJE3rJlS5OwffToUfnkk09Mu48cORJl1MPq4cOHZrOfXwYAAADAhYGFrqa0Y8cO2bVrl+zcuVOGDRsmmgOuFbg1j8EaaNStWzdez6tJIaGhobGeV6RIEVu+h9WmTZtk9OjRMmrUKBPg2Fu4cKHtdu3atU1QoYnbc+bMMW2Pjo5wBAUFxav9AAAAgK+K06pQsbl7967s3r3bBBnLly+XP//804xo6NSk+Jg7d6706dMn1vN0GlbJkiVt9w8ePGiCmHbt2jkEEc9SunRpk+i9ZMmSOI9Y6CpUrAoVN6wKBQAAkPy5fFWoZzlz5owJKHTTUQy9ryMX1atXj/dz9e7d22zxoYnazZo1kxo1apjAxFXSpEljNgAAAACxcyqwmDFjhi2Y0GlR1lwLzb3QKVA6zUhXaHI3nTbVuHFjs5SsjpRocnZcHD58WE6ePCk9evRwexsBAAAAX+DUVChN0NbAoUOHDjJ06NAoOQ2JQYv16aiI1rJYvHix5MyZ03ZMRxoqVqxobk+ePNmMouhUqVy5cpnk7XHjxpk6GIcOHTKrRMUFBfJcPzWKqVAAAAA+PhXq7bffNonbOkqwevVqqVKlii1hu2bNmubF3e3atWtmVSfVunXrKHU2QkJCzO0SJUrIihUrTC6F5oJoANKiRQsZO3ZsnIMKAAAAAG5M3tYIRgMM6+pQ+/btMwnbmhStQcb06dPFWzBikTCMWAAAAHj3NbBLVoVS586dM0u+Tp061eQv6KpQERER4i0ILBKGwAIAACD5SZRVoY4dO2ZbCUq/amE6lS9fPuncubMZsQAAAADgG5wKLHLkyCG3b982RfG0noQu92qtwB0YGOj6VgIAAADwvsCiW7duJojQYEKDDAAAAAC+zanAYsqUKa5vCQAAAIBky9/TDQAAAACQ/BFYAAAAAEgwAgsAAAAACUZgAQAAACDpBha6HC0AAAAA3+DSwOLhw4eybNkyadu2rSmUBwAAAMA3OF1520qL5G3ZskUWL14sq1atkrt375p9fn5+rmkhAAAAAO8NLA4cOGCCie+//16uXbsmadOmlebNm0unTp3k6NGjMnbsWNe2FAAAAIB3BBZnz541wYRuf/75p6RKlUqaNm0qr7zyirRu3VoCAgJs5wEAAADwHXEOLKpXry6//vqrCSYaNmwoH374ocmlyJQpk3tbCAAAAMB7Aou9e/dKmjRp5KOPPpK+fftKzpw53dsyAAAAAN63KtSMGTOkcuXKMnLkSMmfP78ZtZg7d67cunXLvS0EAAAA4D2BxVtvvSW7du0y+ROjRo2SK1eumJGLvHnzmqTthQsXyp07d9zbWgAAAADeUcciMDDQTIc6duyY7Nu3T95++205cuSI9OjRQ3Lnzi2tWrUyAQgAAAAA35GgOhY6NUq3yZMnR6llQR0LAAAAwHe4pPK2v7+/NGrUSBYsWGBqWnz33XfSsmVLVzw1AAAAAF8JLOxpoTyta7FmzRpxt0mTJknFihUlS5YspoZG2bJlTZK5Vv62p/cnTJgghQoVknTp0pmlc/fs2eP29gEAAAC+IkFToTwtLCzMBDFlypQxAY1Oxxo4cKCEh4ebOhtWn376qYwePdoEF+XKlZPPP/9cGjduLIcPH5YiRYp49HsAAAAAvIGfJfLH+8nca6+9ZpLKT506Ze7/888/Jqlck8yDg4PNvkePHknx4sXNalZffPFFnJ5Xg5XMmTObla8oChh/gcPXRdkXMqGFR9oCAAAAcfk1sMunQnla9uzZTeBgtXv3btMhnTp1su1LnTq1tG/fXtavX++hVgIAAADeJVlPhbJ68uSJPHjwQHbs2CGLFi0y056sTpw4Yb6WLFnS4TGlSpWSCxcumMdp3kVkDx8+NJuVtUaHBimIv6cP70fZR18CAAAkbdbrtbhMckr2gcXp06fl+eeft93XGhuDBg2y3b99+7akSZPG5GDYy5o1q+kgPR5dYDF+/HgJCgqKsr9gwYIu/x58VebPPN0CAAAAxIWWk9ApUckmsNBRgdDQ0FjP04Rrnc5kvdDXnIp79+7Jzp07TYK2Ln8bXVAQHyNGjJDBgwc7JIoXLlzYjHLE1qlwbZSsP+OLFy+S25KI6HfPoN89g373DPrdM+h3zwhPxv2uH8RrUJEvX75Yz01SgcWyZcukT58+sZ53/Phx29QmHY2oUqWKuV23bl3zw3r//felf//+kidPHjMyoVOaNInbftRCRyq0iJ8ej44+r26RaVCR3N4Q3kD7nH5PfPS7Z9DvnkG/ewb97hn0u2dkSqb9HtcP1ZNU8nbv3r1NVBTbFjlfwp5WAo+IiJCQkBBz33ruyZMnHc7T3AtrXQsAAAAACZOkAgtX2LVrlxmJeO6558z9GjVqmMhQR0OsHj9+LCtXrjTLzQIAAABIuCQ1FSq++RgaGLz++utSrFgxEyxs375dpk2bJv369TO1K5ROf9J8iTFjxkjOnDlNdW6tXXHz5k0ZMmRInF9Pp0XpalPRTY+C+9DvnkG/ewb97hn0u2fQ755Bv3tGGh/p92RbIE/zJt58800zQnH58mUzpUkDDN3XtWtXSZEihe1c/RY1qVsDir/++ksqVKggU6dOlerVq3v0ewAAAAC8RbINLAAAAAAkHV6XYwEAAAAg8RFYAAAAAEgwAotn0KJ7BQoUMKtM7d+/3+HYvHnzpHjx4iY5vHz58rJ27VqPtdNbLFy4UCpWrGj6NEeOHNKsWTN58OCB7fiPP/5o+lqPa9/Pnz/fo+31Bj/88IP861//kowZM0revHmlU6dOcvbs2Sjn8X53zunTp03el+Z1pUyZUsqUKRPteXHpX12wolevXpItWzbz83r55ZfjVFDUF8XW71qoShf0qFq1qmTJksUs9tGqVSv5/fffozwX/e7697vV6tWrzd/X6M6j313f71rod+DAgabImf6uKVq0qEyZMsXhnEePHsnQoUNNHbCAgABp1KhRlOX6Efd+v3//vllASAs7p0+f3vyeDw4OlidPnnjt+53A4hk++eSTKD989f3335tCfq+88ops2LDBJIG3a9dO9uzZ45F2eoNx48bJgAEDTJ/+/PPPMnv2bLNksNYkUZqkr32sfa19rufpf8Lly5d7uunJlq6ipn36wgsvyKpVq+Szzz6TI0eOSOPGjR0COt7vzvvjjz9k3bp1ZmEJ7efoxLV/9fjGjRtl1qxZsnjxYvPHXoPv6H5H+brY+v3ChQvmd4y+15cuXSpz5swxf9irVatmCrDao99d+3630t8xgwYNsq3gGBn97tp+//vvv00R4d27d5vFa3766Sf54IMPzOI29jTw0P8PevGry/LrQjkNGjQw/z8Q/35/5513zMJBWrhZz+3evbuMGjXKrA7lte93Td5GVMePH7cEBARYZs2apf/rLPv27bMdK168uOXVV191OL969eqWZs2aeaClyd+JEycsKVOmtKxfvz7Gcxo3bmypUaOGwz79GZQqVSoRWuid+vXrZ3nuuecsT58+te3bunWreb/v2LHDto/3u/MiIiJst7t162YpXbp0lHPi0r+7d+82P5eff/7Z4f+Nn5+fZcmSJW5rv7f2+7179yx///23w767d+9asmXLZnnnnXds++h317/frUaOHGmpXbt2tOfR767v948++shSpEgR896PycWLFy0pUqSwzJ4927bv5s2b5lro008/dUPLvbvfIyIiLOnTp7eMHj3aYX/Xrl3Nz8Jb3++MWMRAPz3XIa4SJUo47NdpIqdOnTJTRux17txZtmzZYqJ7xI9OadLRCY3Oo6N9um3bNunYsWOUPtdPF61V1hE/WvtFh1x1KoJV5syZzVfrp1i83xPG3//Zv2Lj2r86kqFTdnRagpX+btIh+PXr17up9d7b7zrFQ6cl2MuQIYP55PHKlSu2ffS7a/vd6syZM2YKzn//+99oj9Pvru/3uXPnSs+ePc17Pyb6ifnTp08d/tbq1Bwd2aPf49/vFovFjDhY/65a6X37kSJve78TWERDp9foXFsdrorsxIkT5mvJkiUd9pcqVcrMTTx37lyitdNb6JQPLVw4duxYyZUrl6ROnVpq1qwpe/futf0R0ovg6Prc/meC+NEh2WPHjplhWh3m1ovcDz/80OS5aP8r3u/uFdf+1fP0D419EGg9j/e/a+j886NHj9p+ryj63T3effddU29K84miQ7+7ln74dvXqVZO72Lp1a1OgTQMGnYKpuaRW2rf6Nzhr1qwOj6ffnZMiRQrzd3bGjBmyb98+09ebN2+Wr7/+2kyR8tb3e7KtvO0ummgzePBgM78wU6ZMUY7fvn3bfNXo0p71P+KtW7cSqaXeQ3/hHThwwARzepGrnyRq/+unJH/++Sd97iYvvfSSya3o0qWLvP3222affkKic2+tBSbpe/eKa//qeZHPsZ7Hz8A1hg0bZv6w60i1Ff3ueroIh87z15G6mNDvrv8bq4YMGSLt27c3n4Lr39bhw4ebi93vvvvOHKffXe+LL74wv1N0oQgrTebW60wrb+t3AotI9FNzTSbr0aOHp5viM3ToVX+56UhRuXLlzD5NogwMDDSRfpMmTTzdRK+kf9zfeOMN86lVy5Yt5ebNm2bBghYtWsjOnTtNNXvAV6ZjasLqggULzEqAcI9//vlH3nvvPQkKCjKfniPx/sYqXZFIV19UmpCtKxnp739dPEVXLYLrDR8+3CRt61S0559/3szQ0Pe/Bg26+pY3IrCwc/78eTPvUz/Fta6AYB0m1K+6WT9J1OO6HFvkTx51eBHxo32aPXt2W1Bh7UedkqOrLuh8cxV5VQr6PGF09Y/69es7LDeoAV2hQoXMUG3fvn15v7tZXPtXz7t48WKUx+t5/AwSRuc363t95MiR0q1bN4dj9Ltr6cpzOi/91VdfNVPPlE750wtfva+j1ToVln53z++ZevXqOezX4ELp31kNLPS86FZ/ot+dc/ToUZk8ebJZ1l2Xs1a1a9c2U7v1942OZGieo7e938mxsKPzmfWXnH5iqz9o3axvBv0P2bBhQ9tc6Mjz3vS+/kIk6o+/0qVLP/MTLl1rO1WqVNH2eXTz0xE3ml+hU5/s6ae1+kmi5rUo3u/uFdf+1fN0+cHIS0Pqebz/naefHup68RpQfPzxx1GO0++upf2ma//nzJnT9jdWp+HoIhx6+6uvvjLn0e+upX9DNa/iWX9nlfbttWvXbB9sWNHvzv+NVZH/zuqHprowx6VLl7zy/U5gYUd/+Lr6kP2m6z0rXVtY58rpH3odTly2bJnDY5csWWKif70YQPxYp+EcPnzYtk/vHzx4UCpXrmx+IWpgF7lmhfa5JjfplCnEX+HChU0fRx61u3Hjhq1Peb+7V1z7V1dM0z/2ulKUlc5RP3TokDRv3jzR2+0tf/T1QyQdtdPf79Gh310/LSTy31id6qq/b/S2JhYr+t219PeI5iza96fatGmT+VqpUiXzVc/REaUVK1bYztGfg64WRb879zdWRf47qzmlms9lPe5173dPr3eb1G3bti1KHYtvv/3WrC88atQoc/zNN980dRh0LWLEn671/OKLL1qKFi1q+f777y1r1qyxVKtWzZI9e3ZLaGioOWfnzp1mfe3+/fubPte+15/B0qVLPd38ZOuzzz4z7+2BAwdaNm3aZPq+TJkylty5c1tu3LhhO4/3u/O0VsKyZcvMVrduXUvBggVt969fvx6v/m3SpIl5vL7nf/jhB0vZsmUt5cuXtzx+/NhD313y7fdr165ZChQoYMmfP79ly5Ytlv/973+27Y8//nB4Lvrdte/3yGKqu0C/u7bf9+/fb0mdOrWlS5cupl7CjBkzLBkzZrS89tprUeobZcmSxfLVV1+Z8+rUqWP+n4SFhXnou0u+/f7kyRNLlSpVzN9UrQ2iv2uCg4Mt6dKls/Tq1ctr3+8EFk4EFmru3LmWYsWKmf+o+gb48ccfPdZGb/DXX39ZXn/9dUvmzJnNfzotiBf5D7wGHNrX2ufa9/PmzfNYe72BFsabOXOmpVy5cqYAUp48eSzt2rUzxSEj4/3unHPnzpnfH9Ft+rslPv2rf9h79uxp/uhnyJDB0r59e8vly5cT+Tvyjn63/l6PbtMLKXv0u+vf73EJLOh31/f75s2bzYVumjRpzO/7999/3/LPP/84PJfe1/25cuUyf4sbNmwY7d8ExK3fQ0NDLb1797YULlzY9KcWRNWCeffv3/fa97uf/uPpURMAAAAAyRs5FgAAAAASjMACAAAAQIIRWAAAAABIMAILAAAAAAlGYAEAAAAgwQgsAAAAACQYgQUAAACABCOwAAAAAJBgBBYAAAAAEozAAgAAAECCEVgAAAAASDACCwAAAAAJRmABAAAAIMEILAAAAAAkGIEFAAAAgAQjsAAAAACQYAQWAAAAABKMwAIA4JNCQkLEz8/PbHXr1nXZuYltzJgxtrYtWLDA080B4MMILADATS5duiR9+vSRwMBASZ06tWTOnFmKFSsmrVq1ko8//lh8lf2FsG6pUqWSLFmySKlSpaRz587y008/ebqJAAAn+FksFoszDwQAxOzq1atSqVIlCQ0NjfZ4ihQp5MmTJ+KrgUVQUNAzz9Hga/HixZIxY0a3tUNHIZ577jlzu06dOrJ9+/YYz3348KHs27fP3NYAsWzZspJUXLhwwWyqePHikitXLk83CYCPSunpBgCAN5o+fbotqGjQoIG8/fbbkiFDBnMx++uvv8rq1aslOfn7778lICDA5c/brFkz+fDDD+XWrVuyefNmmT17tjx69Eh+/PFHeeONN5JMP6VJk0Zq1aolSVGhQoXMBgCexlQoAHCDgwcP2m5PnTpV2rVrJ40aNTJTo+bMmSPnz5+P8pi//vpLBg8eLM8//7y5kM2aNau0aNFC9uzZ4/C81ilEbdq0cXj85cuXxd/f3xyrWrWqbf/jx4/lP//5j1SuXNkEB7r961//km+++SZKG6zPrdO3fv/9d9NmDYi0HVbnzp0z30fhwoVNO/UT8ldeeUWOHz8e737Sx+oFe+vWreW///2vrFixwnZszZo1smXLFnn69Kl5LW2Xtv3evXsOz1GxYkVzLGXKlHL9+nWzT0cfGjZsKNmyZTNTrXLmzGn65N1335U7d+48s01ff/21rR91ROPixYsx5ljYT+uaP3++fPbZZ2a6m/ZL+fLlZevWrVGeP679p9/3uHHjpEyZMpIuXTpJmzatCSD0ZzFv3rxYcyz0nCZNmpjHaL/p4/W9NWDAALlx40a8fk4AECc6FQoA4FodO3bUaaZma926tWXnzp2Whw8fxnj++fPnLQUKFLA9xn5LlSqVZc2aNbZzS5UqZfanTZvWEh4ebts/bdo022P0tnr06JGlQYMG0T6vbsOGDXNoh3V/5syZLdmzZ7fdr1Onjjl+4MABS5YsWaJ9rgwZMlj27t0ba9+MHj3a9phu3bpFOd6wYUPb8V69ekV5zNdff20798KFC7b9jRs3NvtOnDhhSZcuXYzf859//mnOO3fuXJTvb926dZaUKVOaffrzOHv2bIznRm5XkSJForxWxowZLbdu3bKdH5/++/jjj2P8HmrWrBltG+bPn2/b36RJkxgfr++hBw8exPqzAoD4YMQCANxAPy23+uGHH+Sll14y+QL66fyUKVPM1CJ7b731lkn2Vl27djUJzDNnzjSjBTri0LNnT9tjXnvtNfP1n3/+kbVr19qeY/ny5bb8DU2CVtOmTTOf+qtq1arJqlWrzHklSpQw+yZOnCh79+6N0n79VF+f58svv5Sff/5ZevfurR9ESbdu3SQsLMyc8/7778vGjRvl008/NefqSEKPHj3MeQlRvXp12+3Dhw+br/q8+om80twL+761evXVV83XTZs2yYMHD8xtHaHQ71+/57Fjx0qVKlVszxPZ//73P+nYsaPJfcmTJ48ZbbDmYMTF2bNn5YMPPjBt0tEKdffuXfn222/N7fj2n47YKE1s19ElnSq2aNEiefPNNyVv3ryxtkdHQb766itZt26dGcHRr/reUjo6snLlyjh/bwAQJ56ObADAGz158sTy2muvxfiJcdGiRW2fZN+8edPi5+dn9ufJk8eMbli3du3a2R6zfPlyc75+im49v3379mZfaGioxd/f3+xr2rSprR3ly5e3PX7p0qW257X/NPydd96xnW/fxo0bNzp8T4cOHbIdq1ChgkM7q1evbju2f//+BI1YfPHFF7bjxYoVs+1v1KiR2acjCteuXXP4VD5NmjSWsLAws2/WrFm2x3/22Wemb6JjPwqhow3ZsmUzt3PkyGE5evRojOfGNGLRpk0b2/7vv//etv+9995zqv+qVatm7ufPn9/yv//9z/L333/H2p/2IxY6mtOnTx/Lc889Z/on8ntw0KBBz/w5AUB8kbwNAG6gn0Drp8w6n33ZsmXm0+8jR46YefPqzJkzMmnSJAkODpbTp0/bPqXW1aR0dCM61jn4+il6jRo15P/+7//MyIaOZOinz9bnfv31122POXXqlO12p06dnvm89nQ+vuZX2LN/Lh1JeFY7NZ/DWZorYqUrMFn16tXLjEboiMKSJUvMp/vWlZyaN29uO1dzT/7973/LzZs35b333jOb5qtoXomO/OioRHSjDVY6IlK6dOl4t1tXlrLKnj277bZ1hCK+/affr+bXaH/oKI6OtBQpUsQsBqCjHboCVEx0pETfI9ZRsOhY2wUArsJUKABwI72YnTx5skm6vnLlirRv3z7aBO+4sJ8+ZQ0e7t+/L+vXr7dNg9Ik3bZt2zr9vFYJWbI0uueLDw2YrCpUqGC7rd+XJmMrDdo0qNJlYFWXLl1s5+k0pgMHDphpSTr1TC/yb9++bc7X4Or777+PNhC0+uijj5z6HjR4sdJEcqv4Tg2zvrZOP9uwYYNZHUsTuLUWigakOj1Ng5hnBQY65c0aVJQsWdIEYjt37jQLCVhZA1EAcBUCCwBwgx07dkRZvSh37txmjr1VRESE+aqrCFnn/RctWtR8Iq8Xo/abLsFqX1RPP3XX1Y6U5mLo61kvvu2XhbX/VFs/lY/8vLpZczDsRZeHYP9cemEb3XPpRXG/fv2c7DUxy8va15PQPAErXUHJGlDpkr26ApPS3BX7Vau0Hbri0oQJE8zFtK6AZK1BoaLLLahZs6Z06NDB3NZz9XWtPx9XiW//6f2mTZuavApdoUvfTzr6Yh3Z2r17d5xGfXSpYw2oNMjSvBwAcBemQgGAG+inyposqwGAXkTmy5dPrl27ZqY+Wb344ovmq34Kr/UcdORBP5HWpVd1GoxeMOuytIcOHTIXw5pcrMvAKv0UXh+jicLbtm2zPaf9NChrordOwVItW7aUYcOGSYECBUyNjRMnTpgEYZ1W071791i/J01I1k/Ojx49Kr/88otJBLYGONb6HPpJuY4OxJUuD7tr1y5Tx0KnOWm/2RfJizwdS/tFl6W1H9nQYEqXY7X67rvvZNasWWa/ThvTKVL2y75aRzkiB1K6zKwWmtPAQn92/fv3d2hPQsW3/15++WXzHtApU/oz04Bz//79z/w+rDSwstIEbp1CpVPuNIEdANwm3lkZAIBYPStx25qkbZ9U/KzlZq2bJhDbW7JkicPxXLlyWR4/fuxwji5x+6zlZiMn/Fr3FS5cONrv61nLpVq32NgnG8e0tWjRwmEpXXtVqlRxOHf9+vUOx3U52mc993fffRdjQrb+TAoWLGjbHxQUFOO5kb8X+37ctm1btAnq8em/Z/3ccufObUtWj64N2nd58+aNdpnaZyXOA0BCMBUKANxg9OjRZinXxo0bm+lNOj1J58jrbf0kXD951lwAKy1ipiMTQ4cONXPiNXlaP63W2/rJto5MFCxY0OE1dGQjU6ZMtvu6xKz93H6lr6m5BfopvxaI0+fU59ZP8q2F1rR4X1xVqlTJJB7rkqf6Kbg+vy6Hqp/E677oplXFRovRabt0qpB+gq9Vt3XTfdHRUQurHDlyRBnV0ERnXWZW26rHNX9CRy30k3/NNbAuxRsd/ZnoEr7W19afo37i7yrx6T9dglinZOl7Rpcd1p9t/vz5zSiUjvLYJ7ZHpu3XEaD69eubx+rjdCqd/XQ6AHA1P40uXP6sAAC4iU5Xsk710SDtiy++8HSTAADkWAAAkgvNKdAEZmuOhbIWfAMAeB6BBQAgWdDVkhYuXGi7r1OgtJo4ACBp8JkcC139RP8I6TxnnUOrK6Po8o0AgORFcws090AL2QEAkg6fyLHQpfu0iurzzz8vH374oVnfe/DgwWZZxhkzZni6eQAAAECy5xNToXQ98/DwcLM+uLVqq64HrituaKCh68sDAAAAcJ5PTIXasGGDNGzY0BZUKK1C+vTpU9m4caNH2wYAAAB4g5S+kl/Rs2dPh326bnjevHnNsZhWH7GvaqpBiFaG1Wq3WqEVAAAA8HYWi0Xu3r1rZvho3SHx9cBCcyw0kIgsa9asJliIzvjx4yUoKCgRWgcAAAAkbRcvXpQCBQo88xyfCCycMWLECJPgbXXnzh1TGVc71b7SbWRlRv8c79c6GtQkQY8HksJ7yv41nRFdO2P7PhL6ms60KTHE9n1Fblfk8/k94rn3KQD3ie13H9xD85QLFiwoGTNmjPVcnwgsdGRCA4PoRjLs8y7spUmTxmyRaVDxrMDCP036WNsTMqFFgh4PxMb+PZrQ96QKHL4uXq/pjOjaGdv3kdDXjM2FqR1jPSe2vomtb93RrsjH4/Lz8xUJfc/E5T0BwD34/+dZcUkF8InAomTJklFyKTTQCA0NNcdcKaEXEZEfzwUBYnufOHNhG9/3VWK8L2P7v+OOC3RXSKrtiu/PLz7vqaSC35cAkLT4RGDRrFkzCQ4OlrCwMFuuxbJly0wCSuPGjT3dPCDRL2xdHQAjeXEmiEuMi3Z3BAq8VwEg8fhEYPHmm2/K9OnTpW3btrYCeUOHDjX7qWEBAMlDch3VAgBf4TM5Flu2bJEBAwaY4EKTT3r37i3jxo3zdNOAWHGxBG9FoAAA3sXPoovTIk4Z8ZkzZza5Ge5OGI0N84i9e842F1NIDpimBAC+ITwe18BOjVgsWrRIateuLYGBgdEeDwkJkR07dkjXrl2deXokg4tfb5EULmySQhuA+OL3EADAJYFFjx495Ouvv44xsNi7d685h8ACvii21XUIJAAAgDdyKrCIbfbU33//LSlT+kT6BgCAEQwAQHwCi99++00OHz5su79z50558uRJlPN0SddZs2ZJ8eLFXddKIJlidAIAAPiKOAcWq1atkqCgIFvlvdmzZ5stOlorQvMwgOSOT2EBAABcHFj07dtXWrZsaaZBVa1aVT7++GNTeM6eBhwBAQFStGhRpkIlIi5+ASQHjOABgHeL89V/3rx5zaa2bdsmL7zwguTMmdOdbQOSxYUNF0sAAAAi/s48qGzZshIaGhrj8d9//11u376dkHYBAAAASEacmq80aNAgOXnypOzZsyfa4/369ZNSpUrJvHnzEto+IElhdAIAAMCFgcXWrVulf//+MR5v1aqVWRkKAOCbCMIBwPc4NRXqr7/+khw5csR4PHv27HL9+vWEtAsAAACAt49YaBL3oUOHYjx+4MABEruRJKteAwAAIAkFFm3btpXPP//cLDfbunVrh2Nr1qyR+fPnP3OqFJAYmIoBAACQxAOLMWPGyObNm6Vdu3ZSvnx5KVOmjNl/9OhROXLkiEncthbTAwAAAOD9/Cxa8c4Jf//9t0ycOFFWrlwpZ86cMfu0MF6HDh1k6NChplCeNwkPD5fMmTPLnTt3JFOmTJKc+NKUIEYpAAAAPHMN7HR5bA0cdFSCkQkAAAAATgcWVlooT1eAKlasmNeNUiBpY3QCAAAgmS83a03SLlmypBQoUEAqVaoke/fuNftv3LghFStWlNWrV7uynQAAAAC8LbD48ccfpX379qaWxejRo8U+TUP35c+f36wMBQAAAMA3OBVYfPzxx1K7dm3ZtWuXvP3221GOV69e/Zl1LgAAAAB4F6cCC11WtlOnTjEez507d5KqvN29e3fx8/OLsv3000+ebhoAAADgu8nb6dOnN8vNxuTs2bOSPXt2SUqKFCkiixcvdtin9TYAAAAAeCiwqFevnixcuFDee++9KMeuXr0qc+bMkZYtW0pSki5dOqlWrZqnmwEAAAB4JaemQo0bN04uXbokL774osyePdtMK/r555/lo48+krJly5pkbk3qBgAAAOAbnAosSpQoYRK3dbrTyJEjTSAxadIkCQ4ONoHFzp07JTAwUJKS06dPm6qBqVOnlsqVK8e6HO7Dhw9NpUH7DQAAAICLC+SVLl1aNm/eLLdv3zYX7U+fPjV5DDlz5pSkRutq6OiKtjksLExmzpwp7dq1k2XLlsnLL78c7WPGjx9PVXEAAAAgjvws9kUokok7d+6Yit+x0UBHRygi0yCoRo0aZhTi2LFjMY5Y6Gal5xYsWNC8dqZMmSQ5CRy+TrwRlbcBAADcS6+BddZPXK6B4zRisWjRIvP1jTfeMPkU1vuxSZkypSmYp0nTrrwY15GGPn36xHre8ePHTXXwyPz9/aVDhw4ybNgwefDggUnsjixNmjRmAwAAABC7lPGpA9G5c2czAqD34yMgIECWL18uTZo0EVfo3bu32QAAAAAko8Di3Llz5qt1WpH1fmwiIiLkypUrMmLECBkyZIjLAouE0qlQOuqhORfRjVYAAAAAcENgUbhw4Wfejy3PoUePHtKvXz/xhPPnz0u3bt3k1VdflWLFiplkc03e3r9/v6xYscIjbQIAAAC8TYKSt3VE4sCBAxISEmLu6xKzupRrihQpJKm4deuWCWwOHjwo169fN6MuVapUkeHDh8drBCU+iStJnbckc5O8DQAAkMySt6OzYMECM8VJL9atsYnmYehys1rPomfPnpIUZMuWTdasWePpZgAAAABezanAQqtt9+/fXypUqCBjxoyR4sWLm/0nT540x3TFpkePHsmbb77p6vYCAAAA8JapUJo3oTUdtEBeqlSpHI49fvxY6tevL5cvX5azZ8+Kt2AqVNLDVCgAAICkcw3s78wLXL16VTp16hQlqFC6T5elvXbtmjNPDQAAACAZciqwqFixopw6dSrG43pMp0kBAAAA8A1O5VhMnz5dWrRoYaZE9e3b11YLQqtYz5o1S5YuXSrr1693dVsBAAAAJOcci3LlykW7jGtoaKikTJlS8uXLZ/ZpMbwnT55I3rx5JXv27HLkyBHxFuRYeB45FQAAAMl8uVldslWXkrWngcPzzz/vsE/rWAAAAADwPXEKLLZv3+7+lgAAAADwreRtAAAAAEhw8vaOHTvidF7t2rWdeXoAAAAAvhBY1K1bN0rORXQiIiKceXoAAAAAvhBYbNu2LdogIiQkRL788kt5+vSpTJgwwRXtAwAAAOCtgUWdOnViPNa9e3d56aWXTMJ3/fr1E9I2JNKyrcl1+VkAAAB4cfK2v7+/dO7cWebOnevqpwYAAADgS6tCafG8sLAwdzw1AAAAAG+ZCnXhwoVo92swoStGTZo0yUyHAgAAAOAbnAostMJ2TKtCWSwWqVatmsyePTuhbQMAAADgzYHFV199FSWw0PtZs2aVokWLygsvvOCq9gEAAADw1sBCV34CAAAAgAQFFjFNgdL6Fg8fPpRatWpJxowZXfXUAAAAALxxVah///vfUq9ePYegonHjxtKoUSNp0aKFlC1bVs6cOSPutmnTJunSpYuZfqVTsd55551oz3v06JEMHTpU8uTJIwEBAaadJ0+edHv7AAAAAF/hVGCxYsUKqVq1qu3+8uXLZcuWLTJ27FhZu3atqcI9ZswYcbeffvpJjhw5Ygr2ZcmSJcbzBg4cKHPmzJHg4GBZuXKlGVVp0KCB3Llzx+1tBAAAAHyBU4HF5cuXpVixYrb7erGuCdsjRoyQ5s2bS//+/U3lbXfTZW3/+OMPk0yeOXPmaM+5dOmSKdY3ceJE6dmzpzRp0kRWr15tlsZl5SoAAADAg4FFypQpzaf+1mlQOlrRtGlT2/HcuXPLjRs3xN20yndsNm7cKE+fPpWOHTva9mXLls1M3Vq/fr2bWwgAAAD4BqcCizJlysg333wjt2/flvnz58vNmzdNboXV+fPnJUeOHJIUnDhxQnLlymWWwrVXqlQpcwwAAACAh1aFGjVqlLRq1coWPNSsWdMhmXvdunXy4osvSlKgwU90+RcaaNy6dSvGx+mIjHVURoWHh7utjQAAAIBPBha6qtLBgwfNqkx60f7KK684XMjXrl1b2rRpE+/n1WTq0NDQWM8rUqSIpE6dWtxp/PjxEhQU5NbXAAAAAMTX61hosnZ0FbZ1JGDq1KlOPeeyZcukT58+sZ53/PhxKVmyZJyeU9sT3epPGgBprkVMNBF98ODBDiMWBQsWjNNrAgAAAL7GqRwLd+ndu7dJBo9ti2tQofTca9eumUDCnuZXPOt50qRJI5kyZXLYAAAAACSDwMIddPUnXT1Ka29YaZChq0Xp0rgAAAAAPDgVKinQ1af27dtnbt+/f99U+9Ziferll182XwsUKGBGQrTydooUKSR//vymUJ7WvejXr59H2w8AAAB4i2QdWGzbtk169OjhUIlbN6VTpqymTZsmGTJkkOHDh8vdu3fNKlabN2+OsageAAAAgPjxs9hfgcfB48ePTfK0Jj7raICv0ORtDUQ0Edzb8i0Ch6+T5CBkwv+rlQIAAICkdQ0c7xwLzVeoXLmyrFy5MiFtBAAAAOBF4h1YaJ5C4cKFHYrHAQAAAPBtTq0KNWDAAPnyyy+fWbkaAAAAgO9wKnk7IiLC1HkoWrSoWX0pMDBQ0qVL53COn5+fDBo0yFXtBAAAAOBNydvWPItYn9jPzwQg3oLkbc8jeRsAACDpXgM7NWJx7tw5Z9sGAAAAwAs5FVho8jYAAAAAuKRA3uXLl2XHjh1y/fp16dChg6lrodOfdKhEh0x0BSkAAAAA3s+pVaE0LWPw4MHy3HPPyWuvvWZunzp1yhy7d++eSeaePn26q9sKAAAAwJsCi0mTJsm0adNkyJAhsmnTJhNoWOlIRfv27WXFihWubCcAAAAAbwss5syZI127dpXg4GCpUKFClOPlypWzjWAAAAAA8H5OBRYXL16UGjVqxHg8ICDALE0FAAAAwDc4lbydK1cuE1zE5MCBA1KoUKGEtAserA+RXOpaAAAAIJmPWGgOxaxZs+Ts2bMOBfHUxo0bZcGCBdKxY0fXtRIAAACA9wUWQUFBkjdvXpNfobkWGlR8+umnUqtWLWnWrJnJsfjwww9d31oAAAAA3hNY6MpPe/bskWHDhplaFmnTppVffvlFwsLCZPTo0bJz505Jnz6961sLAAAAwLsK5KVLl04++ugjswEAAADwbQmqvK206nZISIi5rYXxNLEbAAAAgG9xOrDYsmWLfPDBB3Lo0CGH/RUrVpQJEyZIw4YNXdE+eMlqU6w0BQAA4N2cCixWrVplVn3KnTu3ybMoXry42X/y5En5+uuvTQL30qVLpV27dq5uLwAAAABvCSw0r6JMmTImSTtjxowOx3Q1KF0dSs9xd2CxadMmmT9/vuzdu9csffv222/LjBkzopxnXQrXngZFV69edWv7AAAAAF/hVGChF/E63SlyUKEyZcokvXr1khEjRoi7/fTTT3LkyBGpU6eO3Lp165nnDhgwQLp06WK7nzp1are3D64t3AcAAAAvCyxKlixpkrZjcu3aNdv0KHeaNGmSTJkyxdzeunXrM8/VSuDVqlVze5sAAAAAX+RUYDFx4kTp3LmzVK1aVdq0aRMl/2L27NmyZMkScTd/f6fKcCAJjD6QzA0AAOBdnAospk+fLjlz5pT27dtLvnz5pFixYmb/6dOn5cqVK2a04r///a/Z7PMc1qxZI54yfvx4Mz0rICBAmjRpYkY7dBQDAAAAgIcCi99++80ECtYLc2sdi5QpU5p9//zzj/z++++xJlAnlq5du0rLli1NwvbRo0flk08+MQnmmp+RNWvWaB/z8OFDs1mFh4cnYosBAAAAHwgsrIGEq925c0dCQ0NjPa9IkSLxSr5euHCh7Xbt2rVNUFGpUiWZM2eOWS43phGOoKCgOL8GAAAA4MsSXHnblZYtWyZ9+vSJ9bzjx4+bBHJnlStXTkqUKCEHDhyI8RydNjV48GCHEYuCBQs6/ZoAAACAN0tS2c+9e/cWi8US65aQoCKu0qRJY5bOtd8AAAAAJIPAIrEcPnzYVAl/8cUXPd0UAAAAwCskqalQ8XX+/HnZt2+fuX3//n05c+aMLF++3Nx/+eWXzdfJkyeb/XXr1pVcuXKZ5O1x48aZaU06QgIAAADAxwOLbdu2SY8ePRwqceumdMqU0lyKFStWmLoad+/eNcvktmjRQsaOHStZsmTxWNsBAAAAb5KsA4vu3bub7VlatWplNgAAAADJILDQqUjff/+9qf3QvHlzKVy4sKueGgAAAIA3Bha9evWSvXv3mnwF9ejRI6lWrZrtfubMmWXr1q1SsWJF17YWAAAAgPesCqW5De3bt7fd//bbb01QsXjxYvM1T548FJcDAAAAfIhTgcXVq1clMDDQdn/16tVSpUoVefXVV+WFF14wRe50RAMAAACAb3AqsAgICJCwsDBz+8mTJ7J9+3Zp0qSJ7XjGjBnlzp07rmslAAAAAO/LsahUqZLMmTNH6tWrJz/88INZxtV+5SWtG5E7d25XthMAAACAtwUWWmBORyh0+pPWi9BidFWrVrUdX7VqldSsWdOV7QQAAADgbYGFBhQnTpyQ3bt3myJzderUsR3TKVJvvfWWwz4AAAAA3s3pOhZawbpNmzZR9mug8e677ya0XQAAAAC8PbCoXr26GZF46aWXzJQnDSYAAAAA+C6nVoXSQGLWrFkmYTtHjhxSrlw5efvtt2XJkiVy5coV17cSAAAAgPeNWGzYsMEkbR8+fFh27twpu3btkpUrV8rMmTPFz8/P1LioXbu2zJ8/3/UtBgAAAOAdIxZKA4iKFSvKwIEDZenSpXL+/HmZN2+ePP/883Lu3DlZtGiRa1sKAAAAwPuSt+/du2dWhdIRC91+/fVXefjwoZQsWVL69etn8i8AAAAA+Aanl5s9cuSIGbUoX768mfb03nvvmWAie/bsrm8lAAAAAO8LLA4ePCj+/v7Stm1bad68uQkoihUr5vrWAQAAAPDewGL//v22KVAjRoyQv/76S3LlymUCDOumIxk6ogEAAADA+zmVvF2pUiVTBG/58uVy9epVOX78uIwdO1bSp08vU6ZMkcqVK0u2bNlc31oAAAAA3rUqlNWDBw/k0qVLcvHiRblw4YIZvdClaDW5GwAAAIBvcGoq1Nq1a2XHjh1mKpTmWzx+/FjSpk0rVatWlcGDB5upUDVq1HB9awEAAAB4T2DRunVrU327Zs2a8sknn5hAQleKSpUqletbCAAAAMA7p0LpUrM3b96UH3/8UYYNGybVq1dP9KAiIiJCJk6caJa6zZEjh8npqFevnhlFiezRo0cydOhQyZMnjwQEBEijRo3k5MmTidpeAAAAwJs5FViULVvWYcUnzbPQLTHp640fP94kii9cuFC+/fZbyZo1qwkutm7d6nCuVgefM2eOBAcHy8qVK00hvwYNGsidO3cStc0AAACAt3I6eVsTtXv06CG5c+eWDBkymE1v9+zZU86fPy/uli5dOjl79qxMnTpVWrRoIU2bNpVly5bJ888/b/ZZaWL53LlzzeiGtq1JkyayevVqCQsLk9mzZ7u9nQAAAIAvcCrH4sSJE1KrVi1zca7TikqVKmXbv2jRIjNFateuXVKiRAlxlxQpUpgRisj7ypUrJ6dPn7bt27hxozx9+lQ6duxo26fTpho3bizr1683U7kAAAAAeCCwGD58uKm8fejQITMtyt7Ro0fNNCM9Z9WqVZKYnjx5Inv27DHJ5FYa7GjxvshBiAZD8+bNi/G5dLqUblbh4eFuajUAAADgo1OhfvnlF5O3EDmoUGXKlJF33nlHtm/fLolNpztdvnxZBg0aZNt3+/Zts4JVZBpo3Lp1K8bn0vyNzJkz27aCBQu6rd0AAACAT45YaN0KzXGIiVbg1nPiS5OpQ0NDYz2vSJEikjp1aod9mzZtktGjR8uoUaNMQndCjRgxwtTksB+xILiIWciEFp5uAgAAAJJbYFGxYkWTEN27d2/zab49vQDXKUaVKlWK9/Nq8nWfPn1iPe/48eNSsmRJ230t0tehQwfp0qWLCSwij0xEt/qTjmRorkVM0qRJYzYAAAAAbgosgoKCzCpMenGvK0MVL17c7NfaELr0q9a4+Pzzz+P9vBqo6BYfmqjdrFkzU+lbg53ItI3Xrl0zgYR9noXmXtgHJwAAAAASObCoX7++WVFJi85NmDDB4ViFChXk66+/NvUk3E2nTenqToUKFZLly5dHW6RPj2ui+YoVK2xBiwYZulrUyJEj3d5GAAAAwBc4FViohg0bmlWhrl69aqtbUbhwYVPdOrEK5OlIxY0bN2TatGlmNSorncKk07VUgQIFTEChQZAuR5s/f35TKE+ncPXr1y9R2orYczICh6/zWFsAAADgwcDCSgOJxAom7On0piNHjpjbrVu3djimAU5ISIjtvgYeWsBPl8C9e/eu1KxZUzZv3hwlPwQAAACAGwMLLXrnjK5du4q7BAYGisViidO5OoIxefJks8E1WAUKAAAA8Q4sunfvHmWfn5+f+Rr54t66392BBQAAAIBkFlicO3fO4X5YWJh069bNTCUaMGCAlChRwrbS0vTp0810I10dCgAAAIBviFNgoTkL9saMGSM5c+Y0KyvZj1BoJW6tJ6ErMU2dOlXmz5/v+hYDAAAASHL8nXnQ6tWrpV27dg5Bhe0J/f2lffv2smbNGle0DwAAAIC3BhaaV6HTnmJy7NixOCdWAwAAAPDRwKJt27Yyc+ZM+c9//iP379+37dfbU6ZMkdmzZ0ubNm1c2U4AAAAA3lbHQutCaEL3kCFDZMSIEZI3b15bJezHjx+bOhGfffaZq9sKAAAAwJsCC10N6pdffjF5FBs2bLBV3m7atKk0b95cWrVqFW3+BQAAAADvlKDK2zrdiSlPAAAAAJzKsQAAAAAAl6wKpQnaVatWlRw5ckiKFCmibClTJmgwBAAAAEAy4tTV/7Bhw8yKUBUqVJDXX39dsmbN6vqWAQAAAPDuwGLhwoWmwvbSpUtd3yIAAAAAvjEV6sGDB9KwYUPXtwYAAACA7wQWDRo0kH379rm+NQAAAAB8J7D44osvZM+ePRIcHCw3b950fasAAAAAeH9gUaJECTl79qyMHDlScuXKJQEBAZIpUyaHTYvoAQAAAPANTiVva+I2lbUBAAAAJCiwWLBggTMPAwAAAOClqLwNAAAAIHFGLBYtWmS+vvHGG2YKlPV+bLp27SruEhERIVOmTJG1a9fKsWPH5OnTp1K+fHn5+OOP5aWXXnI4N7ppW7lz55arV6+6rX0AAACAL/GzWCyW2E7y9/c3F+davyJ16tTmfqxP7OdnLv7d5d69e1KwYEHp3r27qamRIkUK+fLLL+WHH36QjRs3Sv369R3aMmDAAOnSpYttn34flSpVivPrhYeHm4T0O3fumOR0bxY4fF2s54RMaOH213T1awAAACB+4nMNHKcRi3Pnztkuxu3ve1K6dOnMylRZs2a17WvUqJGUKVNGpk6d6hBYqEKFCkm1atU80FIAAADA+8UpsChcuPAz73uCjlDYBxXWfeXKlZPTp097rF0AAACAL4rTVKjIZs+eLbVr15ZSpUpJUvLkyRMpWrSoybH45ptvHKZCZcuWzQzlaM2NJk2ayKRJk8woRkwePnxoNit9rE698tWpUExLAgAA8D3hrp4KFVn//v1tF+u1atUyF/K6Va5cOU75F+4yceJEuXz5sgwaNChKEnnLli1NwvbRo0flk08+Me0+cuRIlFEPq/Hjx0tQUFAitRwAAADwwRGL69evy44dO2TXrl2yc+dOc4GuT6OjAZrHYA006tatG6/n1UgoNDQ01vOKFCliy/ew2rRpkzRv3txUAx81atQzH//bb7+ZxO3g4GAZNmxYtOcwYuGIEQsAAADfEx6PEQunAovI7t69K7t37zZBxvLly+XPP/80Ixo6NSk+5s6dK3369In1vOPHj0vJkiVt9w8ePGiCmHbt2snChQvj9FqlS5c2id5LliyJ0/m+vioUgQUAAIDvCXf3VCh7Z86cMQGFbjqKofd15KJ69erxfq7evXubLT40UbtZs2ZSo0YNE5gAAAAASHxOBRYzZsywBRNaZM6aa6G5FzoFSqcZ6QpN7qbTpho3bmySsHWkJFWqVHF63OHDh+XkyZPSo0cPt7cRAAAA8AVOBRYDBw40gUOHDh1k6NChJmk7sWmxPh2puHHjhkybNs0kZVulSZNGKlasaG5PnjzZjKLoVKlcuXKZ88aNG2fyJeI7OgIAAADAhTkWWsVaE7d///13SZkypVSpUsWWsF2zZk0zD8vdQkJC5Lnnnov2mNbZ0OPqxx9/NEnaOkKhuSA5c+Y0AcnYsWMlb968cX49X8qxAAAAABI1eVtfSAMM6+pQ+/btMwnbmhStQcb06dPFWxBYAAAAwNeEJ/aqUOrcuXNmydepU6ea0QFdFSoiIkK8BYEFAAAAfE14YqwKdezYMdtKUPpVC9OpfPnySefOnc2IBQAAAADf4FRgkSNHDrl9+7Ypiqf1JDRnwVqBOzAw0PWtBAAAAOB9gUW3bt1MEKHBhAYZAAAAAHybU4HFlClTXN8SAAAAAMmWv6cbAAAAACD5I7AAAAAAkGAEFgAAAAASjMACAAAAQNINLHQ5WgAAAAC+waWBxcOHD2XZsmXStm1bUygPAAAAgG9wuvK2lRbJ27JliyxevFhWrVold+/eNfv8/Pxc00IAAAAA3htYHDhwwAQT33//vVy7dk3Spk0rzZs3l06dOsnRo0dl7Nixrm0pAAAAAO8ILM6ePWuCCd3+/PNPSZUqlTRt2lReeeUVad26tQQEBNjOAwAAAOA74hxYVK9eXX799VcTTDRs2FA+/PBDk0uRKVMm97YQAAAAgPcEFnv37pU0adLIRx99JH379pWcOXO6t2UAAAAAvG9VqBkzZkjlypVl5MiRkj9/fjNqMXfuXLl165Z7WwgAAADAewKLt956S3bt2mXyJ0aNGiVXrlwxIxd58+Y1SdsLFy6UO3fuuLe1AAAAAJIkP4uuDZvAlaGWLFkioaGhkjp1amnUqJE5tn79eomIiBBvER4eLpkzZzbBE3klAAAA8AXh8bgGTlBgYfX06dMotSy0jgWBBQAAAOAb18Auqbzt7+9vRioWLFhgalp899130rJlS3G3SZMmScWKFSVLlixmqduyZcuaXJDIsZLenzBhghQqVEjSpUtnVrjas2eP29sHAAAA+AqXBBb2tFCe1rVYs2aNuFtYWJh5rW+++ca8ngYzAwcOlPHjxzuc9+mnn8ro0aNl0KBBsnbtWpMX0rhxY+ptAAAAAC7ikqlQSclrr70m+/btk1OnTpn7//zzj+TOnVvefvttCQ4ONvsePXokxYsXN0nnX3zxRZyel6lQAAAA8DXhiT0VKinJnj27CRysdu/ebTqkU6dOtn2aZN6+fXuTYA4AAAAg4bwisHjy5IlJGF+3bp0sWrRI3n33XduxEydOmK8lS5Z0eEypUqXkwoUL8uDBg0RvLwAAAOCzlbeTqtOnT8vzzz9vu6+VwTWXwur27dumYrjmftjLmjWrSerW45rQHdnDhw/NZmWt0aGjHwAAAIAvCP//rn3jkj2RpAILvXjXehixKVKkiJnOpAoWLGhyKu7duyc7d+40qz/pKlVBQUEJaosmgEf3HPp6AAAAgC+5e/euybVINoHFsmXLpE+fPrGed/z4cdvUJh2NqFKlirldt25dk1Ty/vvvS//+/SVPnjxmZEJHHjSJ237UQkcqtNaGHo/OiBEjZPDgwQ4rUBUuXNhMn4qtU+HaKFmDuYsXL5I0n4jod8+g3z2DfvcM+t0z6HfPCE/G/a4jFRpU5MuXL9Zzk1Rg0bt3b7MlROXKlU1hvpCQEBNYWAOQkydPSvny5R1yL6x1LaKjAYtukWlQkdzeEN5A+5x+T3z0u2fQ755Bv3sG/e4Z9LtnZEqm/R7XD9W9Innb3q5du8xIxHPPPWfu16hRw/wAdTTE6vHjx7Jy5Uqz3CwAAACAhEtSIxbxzcfQwOD111+XYsWKmWBh+/btMm3aNOnXr5+pXaF0+pNOaxozZozkzJnTVOfW2hU3b96UIUOGePrbAAAAALxCsg0sNGDQInf/+c9/5PLly2ZKkwYYs2bNkq5duzqc+8EHH5j5YZMnT5a//vpLKlSoID///LNJAo8rnRal1bujmx4F96HfPYN+9wz63TPod8+g3z2DfveMND7S715XeRsAAABA4vO6HAsAAAAAiY/AAgAAAECCEVgAAAAASDACi2fQat4FChQwy9fu37/f4di8efNM8rgmkf//2rsP4CiqPw7gDxLAFEjoICX0lohDL0JACCBVQUEISJBQhyIBRMQ/MLSgAoKKNKkiGJr0Jm1GZlCkSxWEUMVAKEIINXn/+f5m9uZa4JK75JLj+5k5SPZe9t79bm933773fov7Y2zatMlt9fQUS5YsUdWqVZOYFihQQLVs2VI9fPjQ9PzGjRsl1sbE/UWLFrm1vp5gw4YNqk6dOip37tyqaNGiqlOnTurChQs25bi9p83ff/+t+vXrJwkjvL29VUhIiN1yjsQXmfAiIyNVvnz55PN677331PXr1zPgXXhe3HGjKmQKrF27tgoMDJQsgm3btlXHjx+3WRfj7vrt3bBu3To5vtorx7i7Pu640e/gwYPlJmfY15QtW1ZNmzbNosyTJ0/Uxx9/LPcB8/PzU82aNZP7gFHa4p6YmCiZSZEsyNfXV/bz0dHR6tmzZx67vbNh8RwTJkyw+fAhJiZG7hD+/vvvq61bt6p69eqp9u3bq99//90t9fQEkyZNUoMGDZKYImPX3Llz5V4kuNmhcX8SxBixRsxRDl/C1atXu7vqWRbSMyOmVapUUWvXrlUzZsxQx44dU82bN7do0HF7T7uTJ0+qzZs3S8Y6xNkeR+OL53/55RfJfLds2TI52KPxbW8f9bJ7UdwvX74s+xhs6ytXrlTff/+9HNjr1q2rTp8+bVGWcXft9m7APiYqKsqUGt4a4+7auD948EA1btxY7du3T02fPl1t27bNlDHTHBoe+D7g5Bf3+3r8+LFq2rSpfD8o9XEfOHCg3OJg2LBhUrZHjx5qzJgxkh3KY7d3ZIUiW6dPn9Z+fn56zpw5+NbpAwcOmJ6rUKGC7tKli0X5evXq6ZYtW7qhplnfmTNntLe3t96yZUuKZZo3b67r169vsQyfQeXKlTOghp6pb9++unTp0jo5Odm0bPfu3bK9//rrr6Zl3N7TLikpyfRzRESEDg4OtinjSHz37dsnn8v27dstvjfZsmXTK1asSLf6e2rcExIS9IMHDyyW3b9/X+fLl08PHDjQtIxxd/32bhg9erQODQ21W45xd33c//e//+kyZcrItp+SK1euaC8vLz137lzTslu3bsm50BdffJEONffsuCclJWlfX189duxYi+Xdu3eXz8JTt3f2WKQAV8/RxVWxYkWL5RgmcvbsWRkyYq5z585q165d0rqn1MGQJvROoHVuD2K6Z88e1bFjR5uY4+rixYsXM6imngU3lUSXK4YiGAICAuR/4yoWt3fnZM/+/F2so/FFTwaG7GBYggH7JnTBb9myJZ1q77lxxxAPDEsw5+/vL1ce//nnH9Myxt21cTecP39ehuB88803dp9n3F0f9/nz56uePXvKtp8SXDFPTk62ONZiaA569hj31Mdday09DsZx1YDfzXuKPG17Z8PCDgyvwVhbdFdZO3PmjPxfqVIli+WVK1eWsYmxsbEZVk9PgSEfuCP6xIkTVaFChVTOnDnVG2+8ofbv3286COEk2F7MzT8TSh10yZ46dUq6adHNjZPcUaNGyTwXxB+4vacvR+OLcjjQmDcCjXLc/l0D489PnDhh2q8A454+PvroI7mRLeYT2cO4uxYuvv37778yd7Fdu3ZygzY0GDAEE3NJDYgtjsF58+a1+HvGPW28vLzkODtz5kx14MABifXOnTvV0qVLZYiUp27vWfbO2+kFE22GDh0q4wvz5Mlj8/ydO3fkf7QuzRlfxNu3b2dQTT0HdniHDh2SxhxOcnElEfHHVZJz584x5umkYcOGMrciPDxcDRgwQJbhCgnG3mKHCIx9+nI0vihnXcYox8/ANUaMGCEHdvRUGxh310MSDozzR09dShh31x9jYfjw4apDhw5yFRzH1pEjR8rJ7k8//STPM+6uN2vWLNmnIFGEAZO5cZ5p8LS4s2FhBVfNMZnsww8/dHdVXhroesXODT1FVatWlWWYRFmqVClp6bdo0cLdVfRIOLh/8MEHctWqTZs26tatW5KwoHXr1mrv3r3Kx8fH3VUkyrDhmJiwunjxYskESOnj0aNHasiQIWrcuHFy9Zwy7hgLyEiE7IuACdnIZIT9P5KnIGsRud7IkSNl0jaGopUvX15GaGD7R6MB2bc8ERsWZi5duiTjPnEV18iAYHQT4n88jCuJeB7p2KyvPKJ7kVIHMc2fP7+pUWHEEUNykHUB483BOisFY+4cZP9o0qSJRbpBNOhKliwpXbV9+vTh9p7OHI0vyl25csXm71GOn4FzML4Z2/ro0aNVRESExXOMu2sh8xzGpXfp0kWGngGG/OHEF7+jtxpDYRn39NnPvPnmmxbL0bgAHGfRsEA5e9mfGPe0OXHihJo6daqkdUc6awgNDZWh3djfoCcD8xw9bXvnHAszGM+MnRyu2OKDxsPYGPCFDAsLM42Fth73ht+xQ2SrP/WCg4Ofe4ULubZz5MhhN+b2xqeTYzC/AkOfzOFqLa4kYl4LcHtPX47GF+WQftA6NSTKcftPO1w9RL54NCjGjx9v8zzj7lqIG3L/FyxY0HSMxTAcJOHAzwsXLpRyjLtr4RiKeRXPO84CYhsXF2e6sGFg3NN+jAXr4ywumiIxx9WrVz1ye2fDwgw+fGQfMn8g3zMgtzDGyuFAj+7EVatWWfztihUrpPWPkwFKHWMYztGjR03L8Pvhw4dVjRo1ZIeIhp31PSsQc0xuwpApSr2goCCJsXWvXXx8vCmm3N7Tl6PxRcY0HOyRKcqAMepHjhxRrVq1yvB6e8pBHxeR0GuH/bs9jLvrh4VYH2Mx1BX7G/yMicXAuLsW9iOYs2geT9ixY4f8X716dfkfZdCjtGbNGlMZfA7IFsW4p+0YC9bHWcwpxXwu43mP297dne82s9uzZ4/NfSyWL18u+YXHjBkjz/fr10/uw4BcxJR6yPVcq1YtXbZsWR0TE6PXr1+v69atq/Pnz6+vX78uZfbu3Sv5tfv37y8xR+zxGaxcudLd1c+yZsyYIdv24MGD9Y4dOyT2ISEhunDhwjo+Pt5Ujtt72uFeCatWrZJH48aNdYkSJUy/37hxI1XxbdGihfw9tvkNGzbo1157Tb/++uv66dOnbnp3WTfucXFxunjx4rpYsWJ6165d+rfffjM9Tp48abEuxt2127u1lO67wLi7Nu4HDx7UOXPm1OHh4XK/hJkzZ+rcuXPrrl272tzfKDAwUC9cuFDKNWrUSL4nd+/eddO7y7pxf/bsma5Zs6YcU3FvEOxroqOjtY+Pj46MjPTY7Z0NizQ0LGD+/Pm6XLly8kXFBrBx40a31dET3Lx5U3fr1k0HBATIlw43xLM+wKPBgVgj5oj9ggUL3FZfT4Ab482ePVtXrVpVboBUpEgR3b59e7k5pDVu72kTGxsr+w97D+xbUhNfHNh79uwpB31/f3/doUMHfe3atQx+R54Rd2O/bu+BEylzjLvrt3dHGhaMu+vjvnPnTjnRzZUrl+zvhw0bph89emSxLvyO5YUKFZJjcVhYmN1jAjkW9+vXr+tevXrpoKAgiSduiIob5iUmJnrs9p4N/7i714SIiIiIiLI2zrEgIiIiIiKnsWFBREREREROY8OCiIiIiIicxoYFERERERE5jQ0LIiIiIiJyGhsWRERERETkNDYsiIiIiIjIaWxYEBERERGR09iwICKil1pCQoIqVKiQWrZsmWlZjx49lL+/v8pMtm3bJnW6efOmu6tCRGQXGxZERJnM4sWLVbZs2dTBgwftPt+4cWMVEhKi3GX58uVqxowZGfqa0dHRat26demy7q+//lrlzp1bde7cWWVmb731lipXrpyaPHmyu6tCRGQXGxZERPTSNiyePn0qDYtevXopLy8vldn17dtXzZ07V92/f9/dVSEissGGBREROeTBgwcuWU9ycrJ69OiRygw2bdokQ4s6deqksoJ3331XPX78WK1atcrdVSEissGGBRGRh/jxxx9VjRo1lI+Pj8qXL58M7bly5YpFmb1796qOHTuqkiVLqly5cqkSJUqoqKgo9fDhQ4tyxhyD8+fPq1atWslQoa5du8owrM2bN6tLly7JcC08SpUq9dx6oczAgQNlDkNwcLC8LuYLwNSpU1X9+vVV/vz5pd6o/+rVq23+Ho2aJUuWmF4T9TNcu3ZN9ezZUxUuXFjWjddYuHChQzFDLwjqX7ZsWbvPX7hwQbVo0UL5+fmpV199VY0fP15prU3PX7x4UeqD9zF9+nQVFBQk76NRo0bqxIkTdmN6+fJl1aZNG/m5WLFi6rvvvpPnjx8/rpo0aSKvhfWgZ8ga5oJUrVpVrV+/3qH3R0SUkbwz9NWIiMhh//33n4qPj7c7fMfapEmT1OjRo+XKO4b14Cr8t99+q0JDQ9WRI0dUYGCglMOV7sTERNW/f385mf/jjz+k3NWrV22ugj979kxOqhs0aCAnzr6+vqpIkSJSL5THiTQ4Msl59+7dauXKldLAKFCggKkxgmFI7dq1k0bLkydPVExMjDR80JPQunVrKbN06VJ5T7Vr11Z9+vSRZUZDIC4uTtWtW9fUeClYsKDaunWrioyMVPfu3VNDhgx5br327dunqlevbve5pKQkmdeA9X/55ZfSGBo7dqzEBQ0Mcz/88IMMTxowYID0xuB9oZGAxgIaPObrbNmypXwuWCcaW6g3GhOfffaZxKFDhw5qzpw5qnv37qpevXqqdOnSFq+Fxld6zTchInKKJiKiTGXRokW4JP7cR3BwsKn8xYsXtZeXl540aZLFeo4fP669vb0tlicmJtq83uTJk3W2bNn0pUuXTMsiIiLkdUaOHGlTvnXr1jooKMjh94P1ZM+eXZ88edLmOev6PHnyRIeEhOgmTZpYLPfz85M6WYuMjNRFixbV8fHxFss7d+6sAwIC7L5fw9OnT+V9Dxs2zOY54/0PGjTItCw5OVnee86cOfXNmzdlWWxsrJTz8fHRV69eNZXdv3+/LI+KirJZZ3R0tGnZnTt35G9Rj5iYGNPyM2fOSNmxY8fa1A1/j+fi4uJSfG9ERO7AoVBERJkUhsjs2LHD5oGhMOZ+/vlnmbeA3gr0cBgP9C6UL19e7dmzx1QWw3QMGF6EchiKhPN/9GxYQ8+GK2BoUJUqVWyWm9fnzp070hvSsGFDdfjw4ReuE3Ves2aNatu2rfxs/t7R04J1PW89t2/flr/LmzdvimXQm2AwekXQs7Jz506Lcu+8844MazKgd6VOnTpqy5YtNutE74sBPUkVK1aUHgvzeR5YhucwFMuaUV97vVlERO7EoVBERJkUTk5r1qxp98TS/KTy3LlzcoKMRoQ9OXLkMP2M8f1jxoxRGzZskBN5czgRN+ft7a2KFy/ugneibIbzGDDkaeLEiero0aMyKdn8JP5FMNzr7t27at68efKw58aNGy9cj/mcCXPZs2dXZcqUsVhWoUIF09wKc/Zij7IY/mXulVdekeFa5gICAiTO1u8Zy60/I/P6OhIjIqKMxIYFEVEWh94KnGRiboG9lKnGHAiM72/WrJlcqf/kk09UpUqV5Eo5Jj9jYjHWYw4ToXFy7QrmPRPmE8kxvwLzDWbNmqWKFi0qjaBFixbZnbhszahvt27dVEREhN0y1r075jDBHXGzd/KeXlJKaZvScnuNHqO+mKtCRJSZsGFBRJTFYSIzTkDRK2BcUbcHE4nPnj0r2ZUwMdiA4VWp4aor5RjGhCv427dvl0aMAQ0LR14TV/6RrQoNprCwsFS/PnpkELvY2NgUGy4YimQeU8QPrDNhodfIGsq+KGNWWqC+aFRY93wQEbkb51gQEWVxyCKEK97jxo2zucKN32/dumVxVdy8DH5GBqPUQC+H9bCptEB90GBAw8CAIUb2Mh7hNTHsyfrvcV8HNFCsU7saQ6VeBFmXUrrDOcycOdMiVvgdvSpNmza1KIc6o+fHgGxb+/fvlwxQrnbo0CGpNxFRZsMeCyKiLA5X3TFP4dNPP5UTc0wkxpV8XNleu3atpGgdPny4DH1CWfyMk+A8efLISXlqhwIh3emKFSvU0KFDVa1atWSoFSZQpxbSyX711VeS0jU8PFzmQ2DCerly5dSff/5p85qYMI3yuJ8EemcwOfrzzz+Xyen4uXfv3jJBHEO9MGkb5fHz87z99tuSzha9C9a9PehNQYpZDLPC+jHUDPfwGDVqlE1vAeqMtLyY7I65IrgzOdL5jhgxQrkSYoTYIK0tEVGm45ZcVERE9MJ0swcOHLD7fKNGjSzSzRrWrFmjGzRoIKlZ8ahUqZIeMGCA/uuvv0xlTp06pcPCwrS/v78uUKCA7t27tz527Ji8Hl7XPDUq1mFPQkKCDg8P14GBgfJ3L0o9izKohz0LFizQ5cuX17ly5ZL6og5IsWp9eEL61dDQUEnNiufMU88i7SrWX6JECZ0jRw5dpEgR3bRpUz1v3jz9Io8fP5Y4TJgwwWK58f7Pnz+vmzdvrn19fXXhwoWlbklJSaZyRrrZKVOm6GnTpkkd8F4aNmwocbW3Tkc/T8QV6W3NzZ49W+py7969F743IqKMlg3/uLtxQ0RE5C4TJkyQeR2YJ5HSJOqUoIcIvSdTpkyRnqD0Vq1aNbn7uXFzQiKizIRzLIiI6KUWFRWlEhIS5K7fmRmGZaHxgyFvRESZEedYEBHRSw1zRBy534W7YS4KGkBERJkVeyyIiIiIiMhpnGNBREREREROY48FERERERE5jQ0LIiIiIiJyGhsWRERERETkNDYsiIiIiIjIaWxYEBERERGR09iwICIiIiIip7FhQURERERETmPDgoiIiIiIlLP+D5AD8pGdIChQAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate the differences between adjusted and unadjusted results\n",
    "dys_groups = ['NoDyskinesia', 'MildDyskinesia', 'SevereDyskinesia']  # Adjust terms accordingly --> is this clinically the correct term?\n",
    "diff_hist_counts = {}\n",
    "\n",
    "# Compute differences for each dyskinesia group\n",
    "for group in dys_groups:\n",
    "    diff_hist_counts[group] = hist_counts_by_label[group] - hist_counts_by_label_unadj[group]\n",
    "\n",
    "# Initialize list for axes handles\n",
    "axes_handles_unadj = []\n",
    "bin_resolution = 0.8824\n",
    "bin_edges = np.arange(40, 200,bin_resolution)\n",
    "\n",
    "DysLabel = final_database['dyskinesia_label'].values\n",
    "# Visualize the differences using bar plots\n",
    "fig, axes = plt.subplots(3, 1, figsize=(8, 8))\n",
    "for i, group in enumerate(dys_groups):\n",
    "    n_ind = np.sum(DysLabel == i)  # Assuming `TremorLabel` is defined or loaded\n",
    "\n",
    "    # Separate day and night for visualization\n",
    "    day_diffs = diff_hist_counts[group][:, 0]\n",
    "    \n",
    "    # Create a subplot for each dyskinesia group\n",
    "    ax = axes[i]\n",
    "    ax.bar(bin_edges[:-1], day_diffs/n_ind, width=1, align='edge', label='Day')\n",
    "\n",
    "    adjusted_group_name = group.replace('Dyskinesia', ' Dyskinesia')\n",
    "\n",
    "    ax.set_title(adjusted_group_name, fontsize=12, fontweight='bold')\n",
    "    ax.set_ylabel('Δ windows per subject', fontsize=12)\n",
    "    # increase tick label size\n",
    "    ax.tick_params(axis='both', which='major', labelsize=11)\n",
    "    # Set xlim and ylim\n",
    "    ax.set_xlim([40, 190])\n",
    "    ax.set_ylim([-30, 0])\n",
    "    axes_handles_unadj.append(ax)  # Store handle for linking Y-axis\n",
    "\n",
    "# Link axes for all subplots\n",
    "fig.tight_layout()\n",
    "# Add x label to the last subplot\n",
    "axes[-1].set_xlabel('Heart rate (bpm)', fontsize=12)\n",
    "output_path = r\"path_to_output\\hist_diff_plots_hr_week0.png\"  # Replace with your desired file name\n",
    "fig.savefig(output_path, dpi=300, bbox_inches='tight')  # Save the figure\n",
    "\n",
    "# Adjust figure layout and add a super title\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
